{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Taxi GPS data processing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this example, we will introduce how to use the TransBigData package to efficiently process Taxi GPS data.  \n",
    "Firstly, import the TransBigData and read the data using pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-12-05T13:03:14.514970Z",
     "start_time": "2021-12-05T13:03:13.748757Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>VehicleNum</th>\n",
       "      <th>Time</th>\n",
       "      <th>Lng</th>\n",
       "      <th>Lat</th>\n",
       "      <th>OpenStatus</th>\n",
       "      <th>Speed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>34745</td>\n",
       "      <td>20:27:43</td>\n",
       "      <td>113.806847</td>\n",
       "      <td>22.623249</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>34745</td>\n",
       "      <td>20:24:07</td>\n",
       "      <td>113.809898</td>\n",
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       "      <td>20:24:27</td>\n",
       "      <td>113.809898</td>\n",
       "      <td>22.627399</td>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>34745</td>\n",
       "      <td>20:22:07</td>\n",
       "      <td>113.811348</td>\n",
       "      <td>22.628067</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>34745</td>\n",
       "      <td>20:10:06</td>\n",
       "      <td>113.819885</td>\n",
       "      <td>22.647800</td>\n",
       "      <td>0</td>\n",
       "      <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>544994</th>\n",
       "      <td>28265</td>\n",
       "      <td>21:35:13</td>\n",
       "      <td>114.321503</td>\n",
       "      <td>22.709499</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
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       "    <tr>\n",
       "      <th>544995</th>\n",
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       "      <td>09:08:02</td>\n",
       "      <td>114.322701</td>\n",
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       "    <tr>\n",
       "      <th>544996</th>\n",
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       "      <td>09:14:31</td>\n",
       "      <td>114.336700</td>\n",
       "      <td>22.690100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>544997</th>\n",
       "      <td>28265</td>\n",
       "      <td>21:19:12</td>\n",
       "      <td>114.352600</td>\n",
       "      <td>22.728399</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>544998</th>\n",
       "      <td>28265</td>\n",
       "      <td>19:08:06</td>\n",
       "      <td>114.137703</td>\n",
       "      <td>22.621700</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>544999 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        VehicleNum      Time         Lng        Lat  OpenStatus  Speed\n",
       "0            34745  20:27:43  113.806847  22.623249           1     27\n",
       "1            34745  20:24:07  113.809898  22.627399           0      0\n",
       "2            34745  20:24:27  113.809898  22.627399           0      0\n",
       "3            34745  20:22:07  113.811348  22.628067           0      0\n",
       "4            34745  20:10:06  113.819885  22.647800           0     54\n",
       "...            ...       ...         ...        ...         ...    ...\n",
       "544994       28265  21:35:13  114.321503  22.709499           0     18\n",
       "544995       28265  09:08:02  114.322701  22.681700           0      0\n",
       "544996       28265  09:14:31  114.336700  22.690100           0      0\n",
       "544997       28265  21:19:12  114.352600  22.728399           0      0\n",
       "544998       28265  19:08:06  114.137703  22.621700           0      0\n",
       "\n",
       "[544999 rows x 6 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import transbigdata as tbd\n",
    "import pandas as pd\n",
    "import geopandas as gpd\n",
    "#Read data\n",
    "data = pd.read_csv('data/TaxiData-Sample.csv',header = None)\n",
    "data.columns = ['VehicleNum','Time','Lng','Lat','OpenStatus','Speed']\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-12-05T13:03:15.066084Z",
     "start_time": "2021-12-05T13:03:14.516014Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Read the GeoDataFrame of the study area\n",
    "import geopandas as gpd\n",
    "sz = gpd.read_file(r'data/sz.json')\n",
    "sz.crs = None\n",
    "sz.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data pre-processing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "TransBigData integrates several common methods for data pre-processing. Using `the tbd.clean_outofshape` method, given the data and the GeoDataFrame of the study area, it can delete the data outside the study area. The `tbd.clean_taxi_status` method can filters out the data with instantaneous changes in passenger status(OpenStatus). When using the preprocessing method, the corresponding column names need to be passed in as parameters："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-12-05T13:03:15.511146Z",
     "start_time": "2021-12-05T13:03:15.067701Z"
    }
   },
   "outputs": [],
   "source": [
    "#Data Preprocessing\n",
    "#Delete the data outside of the study area\n",
    "data = tbd.clean_outofshape(data, sz, col=['Lng', 'Lat'], accuracy=500)\n",
    "#Delete the data with instantaneous changes in passenger status\n",
    "data = tbd.clean_taxi_status(data, col=['VehicleNum', 'Time', 'OpenStatus'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Gridding"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The most basic way to express the data distribution is in the form of geograpic grids; after the data gridding, each GPS data point is mapped to the corresponding grid. For data gridding, you need to determine the gridding parameters at first(which can be interpreted as defining a grid coordinate system):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-12-05T13:03:15.515489Z",
     "start_time": "2021-12-05T13:03:15.512532Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(113.6, 22.4, 0.004872390756896538, 0.004496605206422906)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Data gridding\n",
    "#Define the bounds and generate gridding parameters\n",
    "bounds = [113.6,22.4,114.8,22.9]\n",
    "params = tbd.grid_params(bounds,accuracy = 500)\n",
    "params\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After obtaining the gridding parameters, the next step is to map the GPS is to their corresponding grids. Using the `tbd.GPS_to_grids`, it will generate the `LONCOL` column and the `LATCOL` column. The two columns together can specify a grid:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-12-05T13:03:15.523816Z",
     "start_time": "2021-12-05T13:03:15.516490Z"
    }
   },
   "outputs": [],
   "source": [
    "#Mapping GPS data to grids\n",
    "data['LONCOL'],data['LATCOL'] = tbd.GPS_to_grids(data['Lng'],data['Lat'],params)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Count the amount of data in each grids:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-12-05T13:03:15.541878Z",
     "start_time": "2021-12-05T13:03:15.524817Z"
    }
   },
   "outputs": [],
   "source": [
    "#Aggregate data into grids\n",
    "datatest = data.groupby(['LONCOL','LATCOL'])['VehicleNum'].count().reset_index()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Generate the geometry of the grids and transform it into a GeoDataFrame:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-12-05T13:03:15.645845Z",
     "start_time": "2021-12-05T13:03:15.542863Z"
    }
   },
   "outputs": [],
   "source": [
    "#Generate the geometry for grids\n",
    "datatest['geometry'] = tbd.gridid_to_polygon(datatest['LONCOL'],datatest['LATCOL'],params)\n",
    "#Change it into GeoDataFrame\n",
    "import geopandas as gpd\n",
    "datatest = gpd.GeoDataFrame(datatest)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the generated grids:\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-12-05T13:03:16.001429Z",
     "start_time": "2021-12-05T13:03:15.646809Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plot the grids\n",
    "datatest.plot(column = 'VehicleNum')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Origin-destination(OD) Extraction and aggregate taxi trips"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use the `tbd.taxigps_to_od` method and pass in the corresponding column name to extract the taxi trip OD:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-12-05T13:03:16.243367Z",
     "start_time": "2021-12-05T13:03:16.003905Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>VehicleNum</th>\n",
       "      <th>stime</th>\n",
       "      <th>slon</th>\n",
       "      <th>slat</th>\n",
       "      <th>etime</th>\n",
       "      <th>elon</th>\n",
       "      <th>elat</th>\n",
       "      <th>ID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>427075</th>\n",
       "      <td>22396</td>\n",
       "      <td>00:19:41</td>\n",
       "      <td>114.013016</td>\n",
       "      <td>22.664818</td>\n",
       "      <td>00:23:01</td>\n",
       "      <td>114.021400</td>\n",
       "      <td>22.663918</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131301</th>\n",
       "      <td>22396</td>\n",
       "      <td>00:41:51</td>\n",
       "      <td>114.021767</td>\n",
       "      <td>22.640200</td>\n",
       "      <td>00:43:44</td>\n",
       "      <td>114.026070</td>\n",
       "      <td>22.640266</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417417</th>\n",
       "      <td>22396</td>\n",
       "      <td>00:45:44</td>\n",
       "      <td>114.028099</td>\n",
       "      <td>22.645082</td>\n",
       "      <td>00:47:44</td>\n",
       "      <td>114.030380</td>\n",
       "      <td>22.650017</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376160</th>\n",
       "      <td>22396</td>\n",
       "      <td>01:08:26</td>\n",
       "      <td>114.034897</td>\n",
       "      <td>22.616301</td>\n",
       "      <td>01:16:34</td>\n",
       "      <td>114.035614</td>\n",
       "      <td>22.646717</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21768</th>\n",
       "      <td>22396</td>\n",
       "      <td>01:26:06</td>\n",
       "      <td>114.046021</td>\n",
       "      <td>22.641251</td>\n",
       "      <td>01:34:48</td>\n",
       "      <td>114.066048</td>\n",
       "      <td>22.636183</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57666</th>\n",
       "      <td>36805</td>\n",
       "      <td>22:37:42</td>\n",
       "      <td>114.113403</td>\n",
       "      <td>22.534767</td>\n",
       "      <td>22:48:01</td>\n",
       "      <td>114.114365</td>\n",
       "      <td>22.550632</td>\n",
       "      <td>5332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175519</th>\n",
       "      <td>36805</td>\n",
       "      <td>22:49:12</td>\n",
       "      <td>114.114365</td>\n",
       "      <td>22.550632</td>\n",
       "      <td>22:50:40</td>\n",
       "      <td>114.115501</td>\n",
       "      <td>22.557983</td>\n",
       "      <td>5333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212092</th>\n",
       "      <td>36805</td>\n",
       "      <td>22:52:07</td>\n",
       "      <td>114.115402</td>\n",
       "      <td>22.558083</td>\n",
       "      <td>23:03:27</td>\n",
       "      <td>114.118484</td>\n",
       "      <td>22.547867</td>\n",
       "      <td>5334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119041</th>\n",
       "      <td>36805</td>\n",
       "      <td>23:03:45</td>\n",
       "      <td>114.118484</td>\n",
       "      <td>22.547867</td>\n",
       "      <td>23:20:09</td>\n",
       "      <td>114.133286</td>\n",
       "      <td>22.617750</td>\n",
       "      <td>5335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224103</th>\n",
       "      <td>36805</td>\n",
       "      <td>23:36:19</td>\n",
       "      <td>114.112968</td>\n",
       "      <td>22.549601</td>\n",
       "      <td>23:43:12</td>\n",
       "      <td>114.089485</td>\n",
       "      <td>22.538918</td>\n",
       "      <td>5336</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5337 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        VehicleNum     stime        slon       slat     etime        elon  \\\n",
       "427075       22396  00:19:41  114.013016  22.664818  00:23:01  114.021400   \n",
       "131301       22396  00:41:51  114.021767  22.640200  00:43:44  114.026070   \n",
       "417417       22396  00:45:44  114.028099  22.645082  00:47:44  114.030380   \n",
       "376160       22396  01:08:26  114.034897  22.616301  01:16:34  114.035614   \n",
       "21768        22396  01:26:06  114.046021  22.641251  01:34:48  114.066048   \n",
       "...            ...       ...         ...        ...       ...         ...   \n",
       "57666        36805  22:37:42  114.113403  22.534767  22:48:01  114.114365   \n",
       "175519       36805  22:49:12  114.114365  22.550632  22:50:40  114.115501   \n",
       "212092       36805  22:52:07  114.115402  22.558083  23:03:27  114.118484   \n",
       "119041       36805  23:03:45  114.118484  22.547867  23:20:09  114.133286   \n",
       "224103       36805  23:36:19  114.112968  22.549601  23:43:12  114.089485   \n",
       "\n",
       "             elat    ID  \n",
       "427075  22.663918     0  \n",
       "131301  22.640266     1  \n",
       "417417  22.650017     2  \n",
       "376160  22.646717     3  \n",
       "21768   22.636183     4  \n",
       "...           ...   ...  \n",
       "57666   22.550632  5332  \n",
       "175519  22.557983  5333  \n",
       "212092  22.547867  5334  \n",
       "119041  22.617750  5335  \n",
       "224103  22.538918  5336  \n",
       "\n",
       "[5337 rows x 8 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Extract taxi OD from GPS data\n",
    "oddata = tbd.taxigps_to_od(data,col = ['VehicleNum','Time','Lng','Lat','OpenStatus'])\n",
    "oddata"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Aggregate the extracted OD and generate LineString GeoDataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-12-05T13:03:16.695398Z",
     "start_time": "2021-12-05T13:03:16.244843Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/lib/python3.8/site-packages/pandas/core/dtypes/cast.py:118: ShapelyDeprecationWarning: The array interface is deprecated and will no longer work in Shapely 2.0. Convert the '.coords' to a numpy array instead.\n",
      "  arr = construct_1d_object_array_from_listlike(values)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Gridding and aggragate data\n",
    "od_gdf = tbd.odagg_grid(oddata,params)\n",
    "od_gdf.plot(column = 'count')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Aggregate OD into polygons"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`TransBigData` also provides the method for aggregating OD into polygons"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-12-05T13:03:17.614885Z",
     "start_time": "2021-12-05T13:03:16.696317Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/lib/python3.8/site-packages/pandas/core/dtypes/cast.py:118: ShapelyDeprecationWarning: The array interface is deprecated and will no longer work in Shapely 2.0. Convert the '.coords' to a numpy array instead.\n",
      "  arr = construct_1d_object_array_from_listlike(values)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Aggragate OD data to polygons (Without passing gridding parameters, the algorithm will map the data to polygons directly using their coordinates)\n",
    "od_gdf = tbd.odagg_shape(oddata,sz,round_accuracy=6)\n",
    "od_gdf.plot(column = 'count')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-12-05T13:03:17.845618Z",
     "start_time": "2021-12-05T13:03:17.615918Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/lib/python3.8/site-packages/pandas/core/dtypes/cast.py:118: ShapelyDeprecationWarning: The array interface is deprecated and will no longer work in Shapely 2.0. Convert the '.coords' to a numpy array instead.\n",
      "  arr = construct_1d_object_array_from_listlike(values)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Aggragate OD data to polygons (When passing  gridding parameters, the algorithm will perform data gridding before mapping data, which will speed up the mapping process)\n",
    "od_gdf = tbd.odagg_shape(oddata,sz,params = params)\n",
    "od_gdf.plot(column = 'count')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Matplotlib-based map drawing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`TransBigData` also provide basemap loading in matplotlib. Before using this method, you need to set your mapboxtoken and the storage location for the basemap, see: [this link](https://transbigdata.readthedocs.io/en/latest/plot_map.html)。`tbd.plot_map` to add basemap and tbd.plotscale to add scale and compass:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-12-05T13:03:21.368238Z",
     "start_time": "2021-12-05T13:03:17.846592Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x640 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Create figure\n",
    "import matplotlib.pyplot as plt\n",
    "import plot_map\n",
    "fig =plt.figure(1,(8,8),dpi=80)\n",
    "ax =plt.subplot(111)\n",
    "plt.sca(ax)\n",
    "#Load basemap\n",
    "tbd.plot_map(plt,bounds,zoom = 12,style = 4)\n",
    "#Define an ax for colorbar\n",
    "cax = plt.axes([0.05, 0.33, 0.02, 0.3])\n",
    "plt.title('count')\n",
    "plt.sca(ax)\n",
    "#Plot the OD\n",
    "od_gdf.plot(ax = ax,vmax = 100,column = 'count',cax = cax,legend = True)\n",
    "#Plot the polygons\n",
    "sz.plot(ax = ax,edgecolor = (0,0,0,1),facecolor = (0,0,0,0.2),linewidths=0.5)\n",
    "#Add compass and scale\n",
    "tbd.plotscale(ax,bounds = bounds,textsize = 10,compasssize = 1,accuracy = 2000,rect = [0.06,0.03],zorder = 10)\n",
    "plt.axis('off')\n",
    "plt.xlim(bounds[0],bounds[2])\n",
    "plt.ylim(bounds[1],bounds[3])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Extraction of taxi trajectpries"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using `tbd.taxigps_traj_point` method, inputing GPS data and OD data, trajectory points can be extracted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-12-05T13:03:21.651816Z",
     "start_time": "2021-12-05T13:03:21.369358Z"
    }
   },
   "outputs": [],
   "source": [
    "data_deliver,data_idle = tbd.taxigps_traj_point(data,oddata,col=['VehicleNum', 'Time', 'Lng', 'Lat', 'OpenStatus'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-12-05T13:03:21.663644Z",
     "start_time": "2021-12-05T13:03:21.652814Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>VehicleNum</th>\n",
       "      <th>Time</th>\n",
       "      <th>Lng</th>\n",
       "      <th>Lat</th>\n",
       "      <th>OpenStatus</th>\n",
       "      <th>Speed</th>\n",
       "      <th>LONCOL</th>\n",
       "      <th>LATCOL</th>\n",
       "      <th>ID</th>\n",
       "      <th>flag</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>427075</th>\n",
       "      <td>22396</td>\n",
       "      <td>00:19:41</td>\n",
       "      <td>114.013016</td>\n",
       "      <td>22.664818</td>\n",
       "      <td>1</td>\n",
       "      <td>63.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427085</th>\n",
       "      <td>22396</td>\n",
       "      <td>00:19:49</td>\n",
       "      <td>114.014030</td>\n",
       "      <td>22.665483</td>\n",
       "      <td>1</td>\n",
       "      <td>55.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416622</th>\n",
       "      <td>22396</td>\n",
       "      <td>00:21:01</td>\n",
       "      <td>114.018898</td>\n",
       "      <td>22.662500</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427480</th>\n",
       "      <td>22396</td>\n",
       "      <td>00:21:41</td>\n",
       "      <td>114.019348</td>\n",
       "      <td>22.662300</td>\n",
       "      <td>1</td>\n",
       "      <td>7.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416623</th>\n",
       "      <td>22396</td>\n",
       "      <td>00:22:21</td>\n",
       "      <td>114.020615</td>\n",
       "      <td>22.663366</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>...</td>\n",
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       "      <th>170960</th>\n",
       "      <td>36805</td>\n",
       "      <td>23:42:31</td>\n",
       "      <td>114.092766</td>\n",
       "      <td>22.538317</td>\n",
       "      <td>1</td>\n",
       "      <td>66.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>5336.0</td>\n",
       "      <td>1.0</td>\n",
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       "    <tr>\n",
       "      <th>170958</th>\n",
       "      <td>36805</td>\n",
       "      <td>23:42:37</td>\n",
       "      <td>114.091721</td>\n",
       "      <td>22.538349</td>\n",
       "      <td>1</td>\n",
       "      <td>65.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>5336.0</td>\n",
       "      <td>1.0</td>\n",
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       "    <tr>\n",
       "      <th>170974</th>\n",
       "      <td>36805</td>\n",
       "      <td>23:42:43</td>\n",
       "      <td>114.090752</td>\n",
       "      <td>22.538300</td>\n",
       "      <td>1</td>\n",
       "      <td>60.0</td>\n",
       "      <td>101.0</td>\n",
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       "      <td>5336.0</td>\n",
       "      <td>1.0</td>\n",
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       "    <tr>\n",
       "      <th>170973</th>\n",
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       "      <td>62.0</td>\n",
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       "      <td>5336.0</td>\n",
       "      <td>1.0</td>\n",
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       "    <tr>\n",
       "      <th>253064</th>\n",
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       "      <td>23:42:55</td>\n",
       "      <td>114.089500</td>\n",
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       "<p>190492 rows × 10 columns</p>\n",
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      "text/plain": [
       "        VehicleNum      Time         Lng        Lat  OpenStatus  Speed  \\\n",
       "427075       22396  00:19:41  114.013016  22.664818           1   63.0   \n",
       "427085       22396  00:19:49  114.014030  22.665483           1   55.0   \n",
       "416622       22396  00:21:01  114.018898  22.662500           1    1.0   \n",
       "427480       22396  00:21:41  114.019348  22.662300           1    7.0   \n",
       "416623       22396  00:22:21  114.020615  22.663366           1    0.0   \n",
       "...            ...       ...         ...        ...         ...    ...   \n",
       "170960       36805  23:42:31  114.092766  22.538317           1   66.0   \n",
       "170958       36805  23:42:37  114.091721  22.538349           1   65.0   \n",
       "170974       36805  23:42:43  114.090752  22.538300           1   60.0   \n",
       "170973       36805  23:42:49  114.089813  22.538099           1   62.0   \n",
       "253064       36805  23:42:55  114.089500  22.538067           1   51.0   \n",
       "\n",
       "        LONCOL  LATCOL      ID  flag  \n",
       "427075    85.0    59.0     0.0   1.0  \n",
       "427085    85.0    59.0     0.0   1.0  \n",
       "416622    86.0    58.0     0.0   1.0  \n",
       "427480    86.0    58.0     0.0   1.0  \n",
       "416623    86.0    59.0     0.0   1.0  \n",
       "...        ...     ...     ...   ...  \n",
       "170960   101.0    31.0  5336.0   1.0  \n",
       "170958   101.0    31.0  5336.0   1.0  \n",
       "170974   101.0    31.0  5336.0   1.0  \n",
       "170973   101.0    31.0  5336.0   1.0  \n",
       "253064   100.0    31.0  5336.0   1.0  \n",
       "\n",
       "[190492 rows x 10 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_deliver"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-12-05T13:03:21.676032Z",
     "start_time": "2021-12-05T13:03:21.664637Z"
    }
   },
   "outputs": [
    {
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       "        VehicleNum      Time         Lng        Lat  OpenStatus  Speed  \\\n",
       "416628       22396  00:23:01  114.021400  22.663918           0   25.0   \n",
       "401744       22396  00:25:01  114.027115  22.662100           0   25.0   \n",
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       "64393        36805  23:53:33  114.120354  22.544300           1    0.0   \n",
       "\n",
       "        LONCOL  LATCOL      ID  flag  \n",
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       "64393    107.0    32.0  5336.0   0.0  \n",
       "\n",
       "[312779 rows x 10 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_idle"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Generate delivery and idle trajectories from trajectory points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-12-05T13:03:24.140177Z",
     "start_time": "2021-12-05T13:03:21.677050Z"
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   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
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     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
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     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "traj_deliver = tbd.points_to_traj(data_deliver)\n",
    "traj_deliver.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-12-05T13:03:26.823218Z",
     "start_time": "2021-12-05T13:03:24.141094Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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nlZFTKqdPpsyZitks8frSOD5fe5SMIjmVU6tuebhGo1ZZnZpKJegb7tPiY22RJIlKg6nBjKPOeRhsnIe8rXZdJbO4ym5mUldLIfHZ2qOKAzgL+G3HcZ756wAGk5kO/q4k5pZbn+sR4snzl3Th+y3HWLA73a4W5p5R0fSwqZNRODtRHEAjCCHYP3sij/++l193pPHZ2iQ+W5vEusdGUW00c7ywgpySajIKKzleIEs0O0Ij5AwYgE/XJFFcacDdSUO1jcrnNzf1Y1gHf4dhEp1GRXm1kd/uHMLIN9cA8NbSOB6d2IlZkzsT6u3C83/LOkGtyVoC8HbRAlBYceJ5+UIIXHQaXHQaAk74LDKZRZWMemsN1UazVbpa4cyw7kguN36zDdvJna3xB5jQNZCeoV68kCunM/9rEwp9bFLDmyWFsw/FATTDG1f05KahkUx5fz0AIyxGuDGCPXRkltQZVKMEm4/KxS5rj+Sy9khug2OGdvBrNEZeK5oVbjOV/mh1Eo9OlL9g1w8Kp52nnlvn7SAuq5Sbv93GuC6BqITAz82JMZ0C7OQiTGaJJQcyGdbBDy8XHTq1qsXrAW3NvT/totpo5t4xHbiyX/szPZwLmhu+2QaAu5OGv+4dyti31wLw2IRY7hkTQ2WNCWedmi/WJbEvrdh6nACS50w9E0NWOAEUB9ACugR7kDJnKr1eWEpRZV0l438PDGPS+xsA8NBr2PrUOP7ancYsi2Z/baz0yn6hTO0eTJiPCxU1Jr7ekMyC3el0DvbgcGYJP2w5xi2NiLtp1CprRtC4zgGssMRcbRnbORAnjYpqo5nV8bmsjq9zMv7uTlzcox0zBoUR7e/GdV9tYfNROUb7wiVdqDGZ7cJOZ4q0wgp2phYR7Knn0QlK6OdMciC9CAC9RsXGJ0fz+dqj1ud+3ZnGPZaU3eS8cuYsjrM7NunVKadzqAoniZKU2wpMElzau5318aT3NzD/lgGMiPGjpMrIUwv22+U5106ff9uRxm3zdnDDN9v4ZHUiKkv16ztX9WR4jB9vLYvnYEYxjtCpVdamMLMv6WrdfvvcbXb73T+2ToxOAAMivHl8Ukf6hHkxf0sKj/y6l7eXxVuN/6AoH57/R566e+rP/H1Ardz1rClK6OBMU/tevHVVTzycdXxskRjxddWRml+B0WQmPb+M0W+twTbouOjeIW2aNqxw6lEcgIXZ/xxsts1itcFMkIezPBuwLHBd/802YgLdcdaqWbA7nd+2H7fuv/LhEXw2ow+jYv3xdtGRXlTJ4gNZ/LErDYDJ769nfUIeFTUmpn6wgUwHujwatcBocQC2ssrL4+xDSXePiibGklkkAdtSCpEk+Oy6vnQO9kCvVfHhqkQAfpk5iJ9uH8R1g+T+Cvnlhlb8p049RpOZTUn5uOjUXNLTYVuIBlTWmE5bFfOFRHGFgb1pxfi56bioRztKq+o+G06Wm5tRb61m6Jtrrdu1asHfdw2ha2jTmleni/SiSj5alcCPWx0XSyrUoTgAC//uzWBbsr1aZU5pFVd+tonXlhymoLwGlQqMZtkY/3XPUB6dEAvI7RkndZP1dbal1Bml6AB3JnUPZu4tA9j+zDiSXpnCb3cOxq2RblmDX1tF/boMjUplVxS24+mxDo8VQrDwvmEEuDvJ1/Z35c2l8Ty1YD9ZxVVssdz5T+wayMAoX4QQ9AzxAmi1pPSpZu2RXFk1NaLlmUi9XlzGZZ9ssjpHheZZE5/Dn7vSHLYDreXn7ceQJOhkkWf4bG2dwGCGpVtdWmFd17qds8aQ8MoUeoafPuOfUVTJW0vjOZJdat1WXm3k951p/O+LLQx7fRVvLTvCjlRFfbY5mp37CyHaA98Bgcg3l19IkvS+EOJN4GKgBkgCbpYkqajesR2x7xQWBTwnSdJ7QojZwO1A7a3sU5IkNV351EZIkkRJlQF3vdZu+z97MtieUsj2lELmb0qhymC2cxL3jomhnZczD/+6lwW70wnzduZYYePqmiqVoH+ED4OifDheUMnSh0ZQbTDx8/bjfLMhmQGRPg3E0XQaYdcX2M+9ronGbXO38dVNA6yPnbRq/rhrCCPeWE12STX3jIq2Tt9r+fz6fqyJz+GnbccI8ZKLrUK9z2zR1UJL9sjUHsEt2n/x/kxrxpNG6THAlqP5fLc5hY+v7dOouN6B9GJu+nY7ADtSC3l1evcG+xhNZr5cdxQVEOghfyYiGsnjVwNrHh+N72ku2Ptha6q1L/Y/ezP478HhvLTwMH/vSaeixkS4rwsPjo1leu8QwnyVRkTN0ZLgb21T+F1CCHdgpxBiOXJT+FmSJBmFEK8jN4V/wvZASZLigV4AQgg1ctOXBTa7vCtJ0lsn/zJOjAPpxTz6216cNPJd9obEXFYe9qa0ysj2lAJWHMqme4gn717dk49WJfLXngwOZ5Ywb1MKV/dvj16r5rI+oby48BBFFYYmjb8tqfkVRPrJXywnrZobh0Rw45AIh/tqVKpGW+etiGuYUdTex4VxXQJZfiibSH9XbhsWwVcbUgD4+ka5EDCjqIrlh7KtDVpGd/Jv0bjbii2WLKnB0c33TUjJK+fhX/cAWMNwFzobE/NYvD+Lm+du538D2lNWZWJMpwC8LYVZADGBbjw6IZa3lh3BRaumxmhCZ9MBzmgyc8f3O8krr0EAUyxa/Y018Xnm4i609zn9Brb2pgXgm5v6c91XW9lzvIir+rXnir6h9A33VhRmW8HpaApfy1ggSZKk1BMd7Knmjvk7SS+qM9oH0ku4dZ691ER2aTWP/LaPy/uEcP3gcOYsieP5fw7y07Zj/HvfMLn5yfAo3lwaX//0mM1Sg0Uxg8lMSn45Yzu3TPNGo7afAbSE2Rd3YfmhbD5dk0SSTe72Mwv2E+rtwrUDw4j2d+Xar+TWzjXG0ysHsisln++3HiPE2wWVEGQWV+GkFqQVVjbbPrJ2HQPqwhQXKhlFlQyZs8r6eE18LmtsMsDGdPJnW3IhFTVGJKkuKeGrDcl8tSGZawe059XLerD7WAG3zN1BYYUc75egwfegFhXQO9ybGwdHtM2LaoZRHeuqTWZ+t4O0wko+mdGHSd1aNntUsKdNm8LX4xrgp3rb7hVC3ADsQJ5lNFjVa8um8OsfH82O1EL2HC8kp6SKuKxSEnLKkCTwcdUSlyWLWe09XsTe40UAjO7oz4yBYfyw9RjFlQb83Jy4Z3QHZg6PJOYZ+1bHI95cxYK7h/Ll+mRKKuUvV2ZxFQaTRN8Wxkxts4DqM6mb49KrEG8XInxd7Yw/QGZJNVd8uonPru/L0A5+qIXAhMQt87bz3wMjWjSek+GjVUd4a5m9VHWte6w2SVzzxRZSmskhXxmXzfAYf5YfyibK/8KWGdiYWNfNzd1JQ6lNIyGAVQ5miLb8uO04i/ZnUVzZ8iQAoRK8fnmPM5rtc/vwSL5cn0xKfjnf3zawUbVbheZp06bwNvvogEuQw0S1fAq8hHzD8RLwNrIjsaMtm8KrVIIBkT4MiGx88dFgMrPlaD6vLDpMXFapXY697WJuWlFVg2PTCqt4esF+lh3KIcDdidqZ6b2jOzCuc8vqZuUsIMcv+9MZDbSdrAzv4EdKvuwAZl/cmdn/HgagtNrI9V9t5bXLe2AwmfF01hKXWcrn65K4Y0TLdIROhB0pBQ2MP8Cr07tZ6yYiWhCzddVpWH4oG5ArrHNKqhBCIITsTIQQCJBTbQUOt9e+D/Jz8mOV5XkhOGdCCBf3bEeUvxt9w70xmsx0eHoJAAHuTuSUyi1Clz44AhedmrmbkvnaEgq0pSnj36OdG4ezyjDY3H/cMSLKqmN1JliyP5Mv1ycD8vvaJ+zsyDw6V2nrpvC1TAZ2SZKUXbvB9m8hxJfAwtYN/fSgVasYHuPPfw/6YzJL3DZvu9UJdHr2P36ZOYg9x4v470CW3XHOWjWVBhPLD+VwRZ8Q3rqqV4uul1tazeDXVvLguFjuHdPBugYgSVIDw1T/sSRJbEnK5+Ff95JZUueQvt96jAV3D2b6J5sBWa/oiT/2AXBt/1A+XZfMwr0ZbeoAerb3wkOvoaTK/i71o9V1IZ2BUc2vAdwyLJKXFsr1C8/8dcCas94WNHAMyN5EZeM4bJ1LrfNouN12m3ysysbRCNFwuwCwOY/tNbHdZrO9R4gHCIFaJawO4OkF+wGJHalFrX79+zLKGmx7aHxsq89zqvhi3VFeXSzfyLT3duZ4YSXzNqVwx8i2+9ye7zQrB21p5j4PKJAk6UGb7ZOAd4CRkiQ1OdcUQvwMLJUk6VubbcGW9QWEEA8BAyVJuqap85wOOeiW8OW6o7xi+SA2hY+LloIKA1f3C+X1K3q26Nw9X1hmvSvb89x4vlx/lI9XJ/Ha9G5sOVpAXFYJ8dkNv5gtYWwnf7YeLaCspmEaoE6t4sDs8ei0bVsUtiUpj2u+rB9BlHFSC+JfabqStMZoJvYZ+U539sVd0KhVloY7khznliRrAx6z5bNtNEnM+U+uWH1ycifMln2rjSYOZ5TQrZ0nQiWs2yXkE0hgt03+LT9wtL3+9a3b7MZXt91scz7rPli2W/7Gbn/7a4Jkt68kQVFFDXttpBlONVf2DeGNK3qe9lnSu8uP8L6lP/ZdI6N5YnInbvp2G7tSC1nxyEgCbLLjFBpyMnLQtU3h9wsh9li2PQV8ADghN4UH2CJJ0p1CiHbAV5IkTbFc2BUYD9xR77xvCCF6IX+eUxw8f9aSnF+Oh17D5O7B/GJT+FWfAsui2q8707hrVAci/JqPWbs5aawOoNeLy63ba8MkLeXBsR0I93Vj9j8HKLbcda+0iQlf0iOIf/bVzVpqTGZin12Kj6uW+0bHEBPoTrivC8Ge+mZTLXNKqjheWNGsouhai8BYY1SbJD5dc4RF+7K5om8oNw1tKI9hq5nk6HlbCstr+GZjMl+ul6UMRnX0506bu8Un/9jH8sM5TOsdwkU92jV2mnMCSZK44ZttbWr8AX7bmc7oToFM6X76Fl3nb0m1Gv9Xp3fj2oHhADw1pTPTP97IjpTC0zqe8wmlIYwNSbnynXW0v32MU5IkvlqfzOTuQYR6u/DhqgT+3JXO6kdHUVploOcLyxrVxFcJrO0i1z8xptkx2LamtMVZqybSz5VQbz3LDtXpAXm7aK3ZG7WM6xzAVzf2tz4urqxh9Ftr5WI2AXeOjOa24VFc8tEG0lqYunom+PPuIfQJ86aqxsizfx9EJeDpKZ3pYXGMTS0Y18+QARq0vlx5OJtb5+0g2t+VlY+MapPX0JZIksTifZm8sPCQNeQDWGXJ25IFdw2hV5iXdSawI6WAnamF3DQkokEDJUfZcE0hSRJH88pZHZfDqrgcNiXlW5+r/57nl1Xj6+Z0Eq/kwkBpCNMCftuRxvTeDaUIlh7M5pXFh9GoBTcPjeTtZUcAyC6u4kh2KbMv7sJzFl2d+pgliPRzITmvwirj3BS18d9afzIk2pdNSfmsf2I0fm5OfL42yc4B7H5uAnFZJXyzIZlfd8gSE69d1sPunJ7OOjY8PpqpH24gOa+cf/akU200k1ZYSd9wb6L8XPlzdzqSJJ1ww/qTpXOQvOBYi5+rlhf+PsjedPs72l8srxEg4slF6DQqNj0xCj93+4KkWuMf6O5Edmk1AyJ97Iy/0WS2ZiAl5ZaTUVhBgEfzs52zgWqDiVvmbmNjkuNK19NRGz390010DHRl6UOjWHskhxu/kYvMXltSJw7n5aKlyHJzsn/2hAaFlrZUGUxsPprPmrgcVsfncqxAbqEaG+hGr/Ze7DlexGMTG4oEKsb/5FBmADZIkkS10WzXrAUgctYiJAl2Pzsed73Gmm1RS60SZ0tYeO9QuoV6NblP5JOLqP+ubJk1liBPPTO/28GyQ9b1c7s7opySKtQq0eiXwmyWuOqLzeywyFVc2qsdb1zRE51GRVxWCTd/u52SSgOPTYrl+83HyCqpwmSW0GlUmM0SpdWNSwjMGBBKoIcT76xI4v4x0Sw7kElcTkWj+zvCz1VL3gnoEqmAo/XuDGv7M/x59xAu+2QTIM/CNGoVxwsqGi2uA3nhVaWSF1M1KoFWLdCpVeg0avRaFXqtGmetGledGhdLj2V3vRZXJw1OGhVOGjU6jUr+Wys/dtKoLNvUjWyXH2vVotn4+pDXVlplGc40LX3Pkl6dYpUcqf2eZZdUse6IrF67KSmPKoMZvVbF0Gg/RnUKYHRHf0K9Xbj4ww3sTy/mx9uVlM8TRZkBtAAhRAPjn1NahSTB45M64u2qo8RGHKtHiCcatWjQEN6Wdp56uy/rRR9tBOCy3iFM6hbEgEgfvFx0dsc4Mk0frkogyENvV+hTH393J8qqjSTmlJJdUk1WcRXZpVVkF1eRU1pNXlk1R7JKrWGphfsyGR7jx+V929MpyIMFdw/l5rnbeWlhHK9O78bV/RvWXeSXVvLGf/EEe7vwwNgYhr2+isziKl65rCevLj6MVi24fUQ0V/YLY/w7a6hyUGTmrFVRaWjoMBszJB56DQMifRgU5UvfMC+mfypnMw2K8GZLSiFm4LZ52/jqxgENju0T5s1jE2J5c9kRjlvCXcJyztqMpB4hnvi66aioMVFRY6KyxkSVwUSV0US10UyVwUxpVctaX54sQtDQidQ6Dq2KlNwyCiuNzZ/oNOHoPYsJcGP5wyOJyyrhvRVHcNVpmPndDvmzWCJ/Dm3vO8N8XLimfxijOvozKMq3wXdwv2UWOCiy+SwxhdahOIBm2JAgF9uMiJHlEiotGTSvTO/GjIHhHM4sYbKlWQxA7/ae7D5eF7aoMZpJmTOVsiojQ19fSbHly/vn7nT+3C2rj75zVU8u6xPq8Pq1xvqX7ccxmiW8XLTUVNQZz8/WJrH7WCEJOWVkFVdR4SDDx0Ovwd/dCT83J8Z1DuSGIRHsPV7EC/8e5JHf9rFofyZf3dCfIE89v94xiHt+3M0Tf+zneEElj0yItbsj9XV35vUre1kfV9SYcLJICqw4lM2gKF/c9Vrc9Vr+umcYV3+xhfbezvx4+0A+WXOUz9YmOTT+jfHrzIH0i/BFpRKYzBKPWGQgALakFHLv6Gg+Wp3EisO5FFfWkFVcwcT3Nlr3qd+pbc5ldY4t6qnF3De6Aw+3sP+AwWSmpNJASZWR4koDxZUGSmp/VxkorjBQVGmgqKKGogrLc1UGayvM5hxIrbHXquUfjVqgFoIak5mKGhP5ZdXUNFIT0pYEejiRXVLd5D6fXtuHyRYtp+S8cv7Zm85vO9JYn5CHTq2ixlLMOL13CCFezrg4qfHQaxkc7UuUn2ujs54ym+I2RWr61KM4gGZYdyQXX1cdXYI9AKwGds7iOLRqFdk2d/dqFbxzVS9Gv72W/uHebE8tpKxG/gC76TWse3wM/V5ejsksccPgcOZuklUxHv51Lw//upe3ruyJk8b+Qz6tVwgLdqfz733DiPJ3xUmjtjNqc5bEEennSsdAd0bFBhDo4USQp55Aj9ofJ2tLSlt6tfdiVEd/rvp8M6vicrnoww0svG8Y7notX9/Yj2f/OsBHqxNJL6rk9ct7NNqxrHbanpRbxtG8cjtNo07BHjw+qSNPLzjAgYwSnpzciduHR3LZp5tIza8LD13R25/fdzue2Vz1xVbiXprE/I0pvLIorsHzH62uE7vr+cLyBs/X4uuqY9tTY1CrZWdVbTQhSTRYsGwKrVqFr5vTCcWdJUmivMZk5zRs/84prSatsILskmryy6oprjRQWGFqNLTYMcCV+Jxyh8+dSgLdnezUaBvjrh93kdhlItd+tZ1tKfLahKezHPOvsalkD/bU86iDWH5jfG0p+rqqn+MbJIWTQ3EATWA2S6xPyGN4jJ/17iPMx4Vnpnbm+y2pPP77Prv9Vz40HIPlNi820I3tqYWYbb6/ns5aXpzWjVl/7mdNfC5HX53MpqQCrvtazot/9Le9jY7lhq+30iPUiw+u6dXgueS8cl6+tBtDO7QuPhru68r6x0cz9YMNHMos4d6fdvHJjL5o1Speu6w7od7OvLXsCJnFlXx+XT88XRou4pnMEmqVYOVheV1ibL0K58v7hPLu8gQ+XZPEkGg/fN2cWPvYaHamFnC5JZTz++5cugS5cSirDDVQfw7T6dn/aC3X9AthzhW9Gn2+3LKe4ao7Pd3QhJDXE0qrDKTklXM0r5zkvHKO5paRnFdul8mlVgnaezvTq70XkX5uRPq74usqV2x/tf4oFQYzuaeph0O1ycyYjgGUVBlZcTi7yX07PLPU7rFtlfFn1/WlosZIj2bWv+qTaqlm798KqXCFlqM4gHok5pQx7p21hHg589jEWPLLaxgeU6eWqVYJbhsexa3DIlkVl2MnmhXh78EBS7yy2igbGFW9G+f/DQjjx62p7E8v4aPVSdw/NoaUOVPZn1bMW8vi2ZFSQLlNGGeBJUyUW1bDyrgcus5ehiNumbud+Jcnt/r16jRq/r1vKEPmrGbx/iy2JxfQ3yJLfe+YGEK8nXn8931c/tkm5t7cv4FYm5uThpJKIysO5dApyL3B83qtmluGRfDGf/EcSC+mW4gnAH3DfRgb48PKBPlu8ZAlA+hkuxMPj/Hju1sGNLuQWtsH2dHs6GQwmsykF1XKBj5XNvK1P7bCgyCHViL9XJnULZgoP1ci/VyJ9HelvbeLdcaVmFPGd5tTmLMzjfIaE0LI3dy+vak/XZ9f2ubrEq46NSM7+nNxj3aoVILBr60k02bWq1VBYxG9dp56vr6pP50ts+fWkppfbg2TxgZe2MJ/bYXiAOrhYrkjTC+q5MFf5DvycV0aKncKIaioqWv+/uq0LgBW4bbjBZWW8zX8F3978wAGvbqS91Yc4dJesm5591BP5t0ygPdWHOG9FQ01cwItC7zlDmL8AFNPohBGr9Xw5Q19ufzTzdzz4y62PjXWakCn9w4l0EPPHfN3Mv2TTXxzY3+6h3paj+0Z5sXquBy2pRRw35gODs9/3aBwPl2dxGdrk/jo2j7W7W4upz6Fb31CHpGzFjMk2of5tw5qtNmNwdpP4MTjyi8vPMRXG+QQhaezBh9XJ9IKK+xCJu56DVH+bgyI9JENvOUnws+10cZAJrPEsoNZfLc5lQ2Jcgx9So8gErPLiMsqxUmjZvgba9rc+L9zZU++2pDMAz/v4av1yYzrEkC2jcSIu15NaZWJGQPDGBzlw70/7bE+F+HrzOpHR59QxbAkyZXbtb2Iu4d40lOR/m4TFAdgww9b5Zh8ypypLNyXwb0/7gbqYpmlVQY+WpWI0WzGy0VnrQcAuHawXJVaYzEsCZaisl7t64xlLX5uTjw1pRMvLjzMDd9sZdUjo6whpiHRfg4dwHvX9Lbq5deuAejUgp7tvbhzZDRjOrVMXK4x+ob7MLSDLxsT8/l9ZxpX9mtvfW5ItB9/3DWEm7/dztVfbOaja3szppPsFB8ZH8vqOLkuoTGJaw+9lmsHhfHluqOk5pcTbmkyMqZzIH/vzWz1WJ+7uAsv/uu47qKWTUkFZJVU2enH21LrGEwnaEUf/nUPf+6qayFaXGlEo1Jx27BIIv3drHf0Pq66FhvBwvIaft5+nO+3pJJeVImPi5bBUb4YzWYW78+yfrYOZ5bgyG8JoFOwOyohSMkvt4a5TpSeYV4svG8Yf+1J55VFh3h3uf3n8pMZffhiXTI/bD3GbzvT7J5Lya8kctZifr1jcJNii/XZcjSfa77YYn388qXduG5Q+Em9DoXGURyADb9sP46bk4YZA8O5qEc7qwMwGM1oNSpm/3OQP3Y17Bs8vnNdiKj27q/QEqOdOTzK4bVuHhrJL9uPE59dxoerEnhgnCyy1S/cy26/vmFe7DxWZG1FCfKCclmVkRqTxI+3DkB7ivR7XpnenVFvruGTNUl2DgDkKfiCu4dwy7zt3DZvBy9Ok7+Y3UI8UQlZh6ZHSENnV8utQyP5dkMKX6w7yiuWblTTeoXw5O/7qGxhDUUtX65NomOgO/E2LQEdkZBVgodew6akfEbG+lvTCytrTLy2RNZyOpE71Of+PmA1/q9c2o0Zg8KZvzmFZ/8+SIi3C1fV+981x4H0Yj5bk8R/B7MwmiVcdWqEkKVEtibnExvojgrQqAQqG6G3Wpy1Km4dFskdI6KYv/UYb/zXsDfFiTDx3bXotRpcdWrK6jmTPmFeDI8JoF+4L1+uP8qxggpcdGq+22zf7uOqzzezfdZo/D0dK70WVxr4d28GH69OtAstqQRse3ocfq1ccDeYzOw5XsTmpHwKymuoNpqpMZoZ2dGfS3qe23IfbcEF5QCqDCacNCqHX3pJkkjJK+cimw+Jn5uOvLIa3luZwGMTO7LH0hPgvWt68trCQ2SXyUY+MbeC+KxSOga5W0NAtfeVgxopXBFC8PVN/Rn5xmreX5nAJT3bEenvhqreokHtWG17Aux4aiydnpMX3GKeXcpDY6N5YHzTFcYtIcLXlQB3J+vCW30CPPT8MnMw9/20m2f+OsDxwgruHRWNWaozTo0R4KHn8r4h/LYzjQfHxeJv6V387/3D+GVbKvO3HKeqhY6gxiRxrN4Yp/UMpmuIJ68urssUumnuDvxcdeSV19Dex5nnL+rKgCgfbpu7g+2pBcwcEdXq0Nmriw5ZjdxTUzoxw3J3et2gcJYdyubVxYcZHuNnneU4wmyWOJRZwnebU1hxKNuqGQVyKmj3EE+CPPUcL6wgLrOUuKw6R6eqV7ipFjBrcid2HSti9NtrySur4VRhNMtpmGX1+gwMj/Fj7k2y1IizTs39Y2P4fkuqVZm1vZee4zby6P1fW83ACC/uGxvLzPk7HaYq2/LHXYOb1ZWqpaLGyP60YranFLA9pZCdqYWUVRsRQu6RoNPI3c8W7c+gf4Q3wae5heXZTkvUQNuqJ7CP5bkIZDG4qxw1hLHlRCuBJUli9j8Hmbc5FbVKMLlbEG9c0cMuPp9WWMGw11fbTTk3JuYy4ytZvCxlzlS6Pv8fKgT7X5hI1KxF1hisn5uOkiojT0/pTIC7E3f9sMt63uYanHy8KoE3lx0hwteFlY+MQq0SzPhyCxst+iedg905nFnK59f3ZWLXIOtxhaWV9H7FXutm33Pj8ahXVNZabvxmK2uP5LHxidGENNKdy2gy8/w/B/lh6zF8XXXkl9cwMNKbX+4Y0uS5k/PKGfP2Gu4aGc3jk+wdlq3K54nQP8Kbu0d3IMLXlbu/387hrDoHoVHJTXJS8yvoHebF/rRi3rumV6sF4L7blMJz/xwE4Kq+IbxhUw8Bsv7QxPfW0SnInZ9nDraGmaoMJvany0ZqY2IeO1IKremdaiGICXClX6QPKiFIzCljR2qhNdzTUlQCBkb5sLkReQiQQ4b16wg0AoyS/BkeHuPLgt2ZNvurUAusM7Qr+obw0rSuOOvss8GO5pYx5u21ADx/cReuGxTO/M2pvLiw6TBdLVO7B3PLsEj62GgLOaKoooadqYXEZZUSn1XK4cwSknLLrN/D2EA3+kf4MDzGj8FRftasteMFFYx9ey0X9QzmnRbKsp9vnEwlcFv1BH4SWClJ0hwhxJOWx3bHnyoOpJcwb3MqF/dsh6tOzc/bj1sbkddSG6rZc6zI6gDql52bzBLhFkXP2g+dAJY8MILHft/L8/8cpEu7uoyHLsHNZy7cNaoDv+9KIzmvgvdXJvDw+Fg+u64v3V+Qs31qK4/rN4XxdncmZc5UBr68guwyOSTQ48XlzTqc5ugb7s3aI3n8szeDu0Y5XtS95KONHMos4Zr+7fnZoob61JTOzZ470s+Vyd2CmL8llbtGRdtpw+g0Kl6/vDtP/LG/1WO+e1QUC3ZncPO32+kS7MFdo2PJKani5UVymMdolvswC2D3sSKev7hLq43/3tQCq/Ef2ymggfEHaOflzOyLu/LIb3t58o99+Ljp2JFSyP60YrtceIAofxd6hHhRXm1ia3I+3285Bsiif7bGv1ZSvClqK6ttjb+TCqptLimggfH3ddVhMJlx0qjILathUrd2dg6gdsyPjI/lvrExjV7f182J6waFcf2gCDpa2nTeMiySEbH+vLU0nv8O2vfKuGVIOE9M6WwtIKyP2Szxx640/N2d6NLOgy1HC/hnTzprj+RaQ6whXs50DnZnSvdguod40jfc264Hsi3tfVy4YXA432xM5rGJHZVZgA2t1gISQvwNfCRJ0nKbbdOBKyRJmtHEcROA5yVJGmp5HA+MkiQpUwgRDKyRJKnJCpETnQGsOJTNbd/t4O97hhLh50rPFxynUtby7tU9md47lOKKGnpalCdruyw9OC6GB8fFWhdiB0V68fMdQ5EkiXmbUnh50WGrzoyzVs1bV/Zkao+mwwwJ2aVMeHcdQsgdnGIC3RtUsL53dS8udSBUl19WzbDXV1mra21Ft47lVyAErWrenVNSxYBXV+LjquWFi7vSK8yL9j514Yz0okqGWoTWPr62Dx+sTCA+uxR3Jw2L7h9OWDNdvfalFXHJRxuZNbkTd4yM5p+9Gdz/0+4Wjw/qqqMBnp3amVuHR1FjNPPXnnQ+W5vE0dyWF0i9Pr0rVw+MsNsmSRIGk0SVUZaEyCmp5KIPZT0htQq+u2Ug1UYTVQYzVQYjmcXVJGSXkpxfzvH8Sgoq5DCMEOCiVWMwmakxSQjASavCYJKsi88qS9OZprSJ2govZy1Fllz9mAA3frtzME/8sY+lB+vy/d2d1GycNRaPJoTcmiOzuJL7f9rJ9hR7YT9fVy2bnhiNU70Zxey/DzC33lpCkIeeS3q1Y1znQDoFu7d6PKn55Yx8cw0Pj4/l/iac2fnKKdECOsU9gQNrG8IAWcghpjahdrGwnZczns5aEl+ZzJajBahUcotBP3cnvF20fLsxhTeXxlsNSG08WYB14e3j1Ykk2DRkuXOkfJcshOCmoZF8siaRnFLZALjrNdzz4y4OZUbzyPiOjcbIYwLduXNkFJ+uPcpt3+1g5cMj7dr6AY32BfZ1c+L2EdF8YNFLH/PWajY8MRYnrZpRb62mU5AHix8Y3uL/VYCHngAPJ3JKqrnv5z0AfHdLf0bEyllGge51i3L3/FgX6iqvMTL9k418fVN/ejWRstcj1IuhHXz5ekMyNw2NQFcvncVRmKI+ZkluTTgi1o8ao8R/BzKpMpiRJInrB4Wz5Wi+nRFriicWHOSJBfKdvQC5EE1AY/dFJjPM+MpxQ5taatVcJQm7tF0JeSbn66rDx1WHySyRXlhBRSOJ9MJmHNcNDOOSXiHoLSJyeq2Kqz7f3KxEQ2N0b+fB/gy5s6tWLUjIKePVxYcZ1sHP7n9XWm3iz51p3DgkolUL5iazZO1uFuzpzP1jO3L919vwdtFQWCGvKeSXG+j43DJiAlxZ/vAoAHamFjBvcypdgt15emoXDqQX07O9FwMifE5KCiLc15VhHfz4Zftx7hoVjbaFqq9Gk/mcUIg9Uc5kT2ArkiRJQgiHX7lT0RS+1ni66+WXq1GrGBbTcHG20HLnFunnSmWNkd92yuGNxfcPI8BDz1frjzJvcyqL9tdNk+/6YScGEzx7URduGBxuNf7DO/ixPjEPT72Wj1cnEZdZyrvX9Gr0zuXhCR35e28GqfkVvLcigW9v6sfUD+s0bZq6Q7xteCQfrkxAAnLLDEx6fz0rHhqBWYJDmSWNHueIGqOZHItRqTVk9/20G5UQ3DI0ghmDIujg70Zirn1XMrMEBeU1XPrxRm4YHE5MgBtVBrPNnXKtsJoJs1l2qBd/uAFvFx16rZoqS2FWS7VuPl93lM/XHW3Va4OmtfIl5A+yQzU+C7ZGOcDdiR6hnvQO86Z7iCc7Ugv4a3c6xwrqCr7UKsHwDn4M7eDHkGhfymqM/LgllUX7sxy+p3qNis7BHhzNLaO8xsgNQyL4ZmMKnYI9GqRT9gv3ZtF+ObxiKyHeEmqNP8jrEBN7BLFgd7pVUrxLsDuHMuUbp9n/HuKaAWENRNoa4+PViby/MoFQb2fevKIHfcN9iLL02HhwXEduGBzOW0vj+HiN/P4l5JQT8eQi/rprMHf/sAsJeHFaN/pF+LS6ur0pbh4awa3zdvDrjuNc0TeU3NJq8stqUKuE1bEazRKZRZVkFFdxIL2YuKwS5t86sMUO41zjjPUEBrJr20JaQkA5jg48FU3hS6uMuOjUzX6Af9omx2GHx/jzvy+2YJbkPP7jhZXc9/MeEnPK6NrOg2APPSssue+VBnlIKw9n84vleICPZvRhV2ohj/62B7VKsDo+h+kfb+TLG/pZvwy2aNUqPruuL5d8tJGP1yQyPNb+g9/YDADkPPteNiJ0yXnlDJmz0vr8G0sOo9epMRjNVBrMGEyywmWV0UR1vd8F5XVZJLX/7FoBu7eXJ/D28oY1CvX3r58KqBJyRbCTRmX97aRRkZJfgaezli7BHqQVVjRIb2wMW/nt9j7OXNW3PT1CPbjx2+bDg2bgoh7BdmtAXYJcOZTVsrBR7af825v74emsY1VcDr/tOM6bS+tSL9t56pncPZj4rBI2J+Vz58hodqYWcuu87WSVVDs01uE+ztwxMpptyQX8tSeDru08ePuqnnQMdGdNfC5LDmTa5cPP3ZhsNf44OJ8jvru5HyYzPPnnPrJL697nKqOZO0ZE8ciEjry6+DDLD2VzKLMUDyc1JZb0z1cWHcYsSVTUGJEkeX3AbJYwWn4kCYxmM2ohSM2vwNtFS7XBzOWfbub6QeFM7i4nMAR76hFC8Nikzjw2qTPvLY/nvZVyX+hLLdIgQ6J96dcG0g9jOgXQP8KbZ/86wNMt7LB3eZ9QTGaJVkhGnVM06wAsPYG/Bg5LkvSOzfZJwOPIPYGbE37/H/bhH4B/gBuBOZbff7di3K3C1UlDlcFEjdHcqKgZ1OnD7DlWyJ60YlRCzoSYOX8nUf6ufDKjD5O6BqFSiQYx+tuGRXLDt9utj500KkZ3CuC/B0fy2O97WWNpcnHJRxv58NrejO7YsHCrR6gX1w8KY/6WYzz6q70uUHOCXN/fOoius+XU0IERXmxNKbI+98la+ztlT2cNeq3sEPUWmWG9Ro2bkwZJwk6oDcBVq6LCaG40LFKfdl56MoqquGFQOE9P7YzOQerton2Z3PPjLm4ZGslkSyrm47/vpbjCwNJDTYdvbAXSjhdU8vbyI03sDZf3bscfuzO4e1Q0GUWV/LUnw+75poy/kxq+uHEAwe46Jry/wbr9ju922s1WAtydmN47hDtGRuHj6kSVwcR3m1LYfDSfa76sK2yq3zuiS7A7sy/pRlmVgSf/3E9BeQ0PjI3h3jEdrHedU7oHW0KLVXg563jZJhUVINjTiczipp3nH3cOpG+EHzVGMy5OWqL0Wp6/qDM3fbsDCbj4o41oVQI/mxBfiU3u//wtqQ7O2jgzBoYxa0pn3l4Wz9xNKdbjtfW+f/eOieH3Xelkl1RZP+OfzujT4HyNYTCa+Xn7ceKzSpg5IrrJNSghBK9d1p3vt8jZawEeTvi6OmGWJKoss1O1EAR76gn2cibYU9/iWc+5SkvSQIcB64H91M2ebXsC1/Zra6on8DEgSpKkYpvz+gK/AmFAKnIaaOM5bJz4IvCvO47z+O/7WPfY6CY/IPWNugpwd9by8PhYrh0YZv1CFlcY6Pmi44Xk2gXK+g0w5m1K4ZXFhzFLcpbDE5M7cceIqAaGsbLGxIg3VpNbZv+Frl00bYrus/+jtMpkbWJSaTATZJHytX2X+4V58/vddSmbcemFTPpwEzo1bHt6vF0v4lq6BruSU2Ykt4V36bUMjvTi21sGNfgimcwSY99eg4ezlr/vGYoQgqkfrOd4XiklNSe/INovzJPf7x4GyP//Dk8v4fbhkYztFMDfezLYm1bE/nTH4bFaiWmAZ6Z24kB6CRuT8ht97bMmd2LmiCiOZJex8nA2f+1OJyG3zM5hRvq5kF1Sbc2Bd9Gp+XnmICL8XHl54SF+3ZFGx0B33r6qp1UvqZak3DLGv7OWGQPDiMsqZXtKXbb0TUPC+XNXOmZJalCsVcvUrgF8fL2ct//52iReWxLH3Jv7M6pjANU1Rq75cit7jhe1KoTUHLaf/52phdwyd7tVHC75tSl2n/v/DmRy5/d160l7nx+Pp7Oc0VNaZWBzUj4ZxVWUVxupMpgoq5Y/h/vSijheWGn9P6sEfH59X8Z3qUuXVpBpbBH4gugItikxj2u/2tpkR6Eqg4ktSfncNLfuLn5c50DmXN69QTXi+HdWk2DpdvX59X05ll/OK5YF46v6hvDH7gySXp3S4BpxWSXc9+NuEnLk+PnU7sG8dWVPnOspUm5MzGuw0PjohFjuHdN09kJpeRXdX1ppt+3wi5Nw1qkpqqixM+yPT+zIuM6B7D2Wx2N/tixf+2TQqgV+bjq8XXQMj/Hj7pHRLDqQzVML9vPjbQMZ0sEPo8ncoNtafWICXMkuqbY2c6nltendmGUzrRfA/wa2p3d7b47mlfPluqOYbVpeRvm5UlRpsAt5NYaPq45Adycyiiut4bD6eOo1FNuMydtFy5TuQfSL8OHlhYfIt1HvfP/qXkzrHcL6hFye+H0fWSVV3DUqmvvHxjSaGvnAT7v5Z2+GnZGe1jOYJQez8XXVkVNSRf1JYpiPM8cKKrmybyhvXtmTnJIqRr+1hsHRvnY9o+uusctOmmNwlA+ZxZW46rTklFXTwd+NaH9Xeod5o1LJ2UtatQrZzgt0GoFapUKnVjEw0n7Rtspgsqq6LrxvmJ2T25layOWfbrI+Vgk5uaHaYGrwPtsigGAvPeM6B1JSaeCvPRmoBHx5Q79GZUkuVC7ojmC1CpWNNUB/Z1k8H6xKtNv26IQY7h4V4zDzIMGm1eHErkEMtcTbVQK8XZ3QNiIw1inIg3/vG8Zriw9bF5Pjs0qZd+sAO82aoR386BTkRpxNj9yWaLK7u+rZ+Phohr6x2rqt83Pyl+6bG+RpdYSvMyn5lbyxNJ43bOLWbY3BJJFZXE1mcTWHMkv5fF2y9blrv9qKXquiql42jFrQwKgFeToz5/KeVoMR4etCSn4FLy20j+lKwI9bj/Pj1uPWmHu0vyuPT+pE33Bv/NycWHE4i9vm7Wxy3HqNoKC8pllHUWv8Owe5MyjKl/zyanamFvHD1uPWfToGurPo/mFUG808vWA/P2w9RrS/K3/ePbTJzCmQCwL/tokKDu/gyz/7Mmnv7Wy36FzL7Iu78r+B7bl17g7+2JXGzUMj+XpDMgaTxDNTuzi8xk1DI+kY7MFdI6NPSCKjMZYdzLLTzdqWXGB1ALbG/5MZfUgrqODLDckUVciLs93aedAn3ItgT2fcnDQ46+RGMsFeejoGuqOzcZj9I3x45q8D3P7dDv65dyjdQrxO2Ws4X7kgHECQpx6VaNwB7LZIPLT3ceZ4QSXhPs7cOybW4b6rDtVpAb17ZXeSc0tJt5S99wr1pNpobjJjQK9V88K0bozqFMADP+0m0TK9//am/gyMqmt5990tAxnwquxYBNhpATVFiI8Lbk4NtVtu+U6eYqfkO/4fnCqcNYJKB20gm6O+8YeGxh/k2Vx5ldHqMFIs6xWOaqViA92I9ndjdVwOVUYzSbnl5JZU8cOWY2xMymNXapMRR3lcrXwth7NKOWyRbrBV+xzWwY/vbxvI5qR8Hvt9L+lFlcwcEcXD42NbFGf+aXudI3HRqVmfmE87T71D439Vv1BuGhoBwIPjYtiQmMd3m1P4Y1cad42KJsLPsUxF7zBveod5t+blNsv+tGJmzrd3si8uPESHADdu+GabddsdI6KYYlkLmtlMqLMxZgwKJ8TbmQd/3sM9P+7m73uGNmi3qmDP+ZnbVA+dRoVZgg0JjrtOdWsn343oLIb7PkuopbTKQHJuOdVGE1uO5vPm0jhu+26P9bixXYK47uu6D7Gfu95aWdkcozsGsPKRUQyI8KaixsQ1X2zhszV13a0CPPTWvyXkoq6WUhtn1p5kC73OQa2vmGyN8b9ndDT3j3EsltcYJgl2HS9y6DB8XbQsvn84e58fT/xLk/jvgRHcPzaGe0bXVTQ/8/dB3l1xhOziKrqHeFkquYezedYY7h3dARdd0/8zL+c6o9433JvrBobR24HiK9S1MxwQ6cOXN/Rj9j8H+d+XW9CoBL/dMZinpnRukfGXJIkSm+YqFTUmPPSaRhvD2+obFZTXMDTal/3pxQS4O9n9L04HtXLb9WW5bY3/d7cMYFYLKslbwqiOAXx9Uz8yi6p48Jc9mM9Agd25xAUxA6ilsebttZWytYt8n6xJ4rl/DjYQrVIL+xxyk1my3v176DXUmOQUy5bmDPu7O/HLHYP5bG0SbyyNZ85/cWw5ms8XN/RrkK20Mi6H8mojro1oyNdiNJmtcW7DCXz4L+8dzPPTutvVK3yyJpG3l8Y7vCNvKbcMCeW7Lel2ue8fWxZaHYV6Vj48ksnvr2tVD9xVj42ipNLIkv1ZbEzKZ1NiHvmW0I2LTo1ANo7rEvJILajgeGEF4b4uPPv3AXamFLZoEbSo0oirTk15jQl/dx0mSeJgRuOqpA+O7cDwWH8mv7+OlPwKbhoSweOTOraqEU1FjYlgT2e7rmG1sXEB6C1SELW8uSyekZYss/FdAimqNPD47/t49+qejfYgaCs6W+oXtiXbz7Y89Bq+vKGf3az3VNE33IdnL+rMs38f5JuNydzWiCKvwgWyCAzw1Xo5FdLRh+HHrak8teCAtTS+9gPr56ajvbcLKfnlBHroyay3CNgjxJN9lg5gHQPd8XTW0s5Lz65jRax7fHSrxncoo4TrvtpKQUUNAe5OXNIzmK82pNjt4+eqY/UjI3F30VFSUcODv+xm89ECqo2y0RfIhUqO7H6wp95Obrc+nQJdeeairvQJ93ZonIorahj5+gqKqu1P/u11Pbj5+30N9m8MgWyMG2tsc6rwd3dimKX4amgHPz5YmcDq+By2zBrL7mOF3Pvjbrs7aAF0C/FgYtcghsf48/ayeNYl5Fmf93TWMKVbMAt2p9uplmpUcFX/MG4fHsXot9bYjWH+LQNYn5jHl+uPEuLlzJtX9LT2dGgJVQYTH6xM4LvNKQ4zfATgpBF2YapnpnTk4l5yEx+QtaTGvLWGMB8X/rhryCmN7TeGJEkk5ZazJj6HP3alc9imGPGn2wcxKMqnzcchSRIz5+9kbXwuqx8b1WhfiAuFCzoLqDk2JuQywyaUk/jyJN5efoSHxsey5EAWj/221+GdaG3Kp4sGBnbwJ7u4mkg/V+KzS1nx8MhWj6PKYGLmdzvsDM/pwN9NS65F2lqtEsQGutOrvRe9w7zo3d6LaH83VCqBJEmsPpjOLd833ru4JaiFwHQKPnctqX69c2QUM0dE89hve1kdn4Ozts751DZQqTGYScorx9tFy41DIrhxcAT704vtwhQ/3TaQ8hoTH61OtMqCg9wsaM9z49mRWsCVn22xu+7yQ9kk5ZZbc+Jbc/ddWmXgtnk72Jpc4HCBHOQQn+0sz91JsP8F++yzVxbJXcv+uWeYXSe3tuB4QQULdqezYHc6yXn2tRUB7k6sfGSknQBgW5NeVMmIN1Zz67DIFokVns8oDqAZbGsApvUMblWnqmv6t6eixsS+tCI6BLiTXlTJkhbo7xSUVXPPD7vYnNz8YqQjCQO1gF5hXlw7oD2frU1GAMcLyrDNVHTRqhrVmvHQq3HSagj3ceHT6/qwL62YPceLrD+lljCDu5OGHu096dXei17tvTEajdz1455mxwxy4ZNGJdr0jl8tYOUjI7n3x90cyChp0jEI5MX+YwWVfHF9XyZYJLZ3pBTw2dokVhzOQasWqISwFmxF+rmiEpCUW06IlzO3DY8kwteFu37YRZXBjLezlkKbGL2zVkWNSSLA3Yk3ruhh11O6JRRXGLj+m60cTC9Go7YvHGuK+kqwiTllTHpvHVf0DWXO5T1aNYbWMndjMi8sPIQkQacgdyRJ1uDqHebFM1O7NCv13Fbc8+Mu1h3JZcussc2GT89nLug00JYQ/9IkOlrylB0Zf09nDe08na0ZHra46NRIyMJfBlPT1cYms4TBZKbH7GUNJIKbQkLOpTeaJC7vG8JbNnLEZZU1PPrbfq7sH8qRHHuNnsaMf9wLE9A7aflhaypPLzjA7mNFTOgaZM2fNpsljuaVs/tYodUhfLb2qFXFsqXaMzqNCp1G1WYOYGSML2sT8pm7KZWLerbjaF55kw1H7h/XgS1JBaiEYJxNrni/CB+uqzay4nCOJeW27tUl55XTJdiD96/pxZTuwdY1nk1PjKHPyyvsjD9ApcHMVf1CeeaiLq1Wrawxmrnrh50cSC9Goq7qOcBdS06p/XV6t/eyZrC9ONU+a02SJF5ceAhnnZqHxsVQUWNs1bpDa1l8IAtJkvW24rNLkSQI9Xbmvat7Ndkcp625dVgki/Zl8tuO49w0NPKMjeNsRXEAFpy0au6yKHLaUmt0iyuN+Ls7NqbfbEzBx1VHRbVRdgCN1AEYTWamfbyRgxkNK1Br8/MBugR70KWdB52C3FmyP5Odx+Qqzcldg/hnXya/70xnYtdgxlua1d/63U4k4FC6vdzu7mfH0rteYdhfdw+hl02q39X92vP1hmRe/y+OMZ0CrMqHKpWgQ4AbHQLcrO0hK2tMHMgoZs+xInYfK2TxAXudd0e4OqkJ93GluLyAE8gOxUWrpsLQuEFfl5CPSsDcTSmAHGqoMpis6yB9wzzJKa3huCUF+P0VdfUe3Wcvxd/dCR83HYHueuIdOPdaDmWW0Dfc22r8S6oMvLmsro7Cdob21JROzBzR+lRGSZJ49q8DbErKb/CcrfHXqgShPs5W4w9wWf8IJEmy3mWvPJzDuiO5PHtRF2Z8vY2k3DKSXzu5XhFNMbFrEPFZpXQP8WRApA9jOgXQtZ3HGbnrt6VPmDe9w7z4akMy0/uEWvt7K8goISAbkvPKmfDuWruiq9uHRTKhaxBXfr7Zbl+tGgwmWdP8xWndeeKPfZRVG/F20RLl78ofdw1tcP76Je/uTmq2PjWOY4UVTHpvvbxNr2HnM+PtZhG24SlPvYayGhNezlpWPDwSb1cdMU8vxmCS6N3ek/3pxTiKGLRz07L6ybEOK02XHszijvk7eXV6d64d2LTial5ZNXuOyTOCj1YnNrlvLQLZQJ7IHKBnqCdeLjoMJhObGul21bO9J3uPF1vrODQqWV9/bKcAvrqxH0IIftiSwtN/HTyBEdThrFUzqVsQfm46/tqdTn55DQMifNhiE8Jz1kCVCf43IIwnJnaydqVqimP5FYR6O/PEH3v5bWfDntO2aCwr/e56jV1WENT1H9CphbUwTSWwfh5OtlnQucqWo/lc//VWeoZ6Mf/WgQ0q7y8ElDWAFlJSZcBNpyHqqcXWbSlzpnLrvO2sPFwnWBob6MKR7AoifF1Y89hoPlqVwFvLjlgzcR6d2JFbh0XipFETl1VCuI8LnS19fG3PezCjmMs/3WRd5Nv05Bja1ctY6PLcfw3CGgKY1C2Ie0Z34KIPN9AccS9NajTnXJIkrvxsM6kFFax9bJQ1VFBlMHEwo8RmXaCQ45bCI7VK4O+qJctGVbLW8J5KAtxlsa78spoWhZwu6RnMi9O6MXdTCu+tSOCFS7py45AIdqQUcMVnshPXaVQcemEiCTmlLD2Qzd9700nOq0AFRPi7MijSB2ethl2puexOK2v0WioHGVftvZ3RaVQczSvHzUnDrCmd+V//9o3eCa+Oy+HWedvxctFSUO6gms0BE7sGkpxbxpEceaFVK8AiSouns5aSSoPd/0og31jsmz2xRec/H1m0L5N7f9rFsA5+fHlDv/Ne5K0+yhpAC6mN2Sa/NoXIWbITiH16EQdemMwVn26ypn1O7tqOI9mJVoGr2orDMB9nKgxm3vgvnl+2H2fGwDC7RuW17H1uAvvTirnu661W4z//1gHkllZyxacbyWhG3VEClhzIYkkzYZhxHf1YEZ+HqompuBCCJyd34orPNvPIr3sJcHdiz/EiDmWWWGdDwZ56eod5cf2gcHq1l/XvnXVq/tx5jId/k9s4Gs0S03q24++9GY1eq7XklFbjrFXh4axpVIfHFrNJwstFx/1jYjiQXsxLCw/ROdgDL8uduErICpLLD2Xz2bqj7D1ehLeLLPh3/aBwu7aCx/IrGPFmnayGt4tsXGMC3UjNr6TSYLLrDwBYDbkkyTLkT/25nzf+i+PWoRFc0a+9tR1hRlEli/dn8t3mFEsvhZYZfwCVZLYaf42AG4ZG8uPWVB4cF8v6hFw2J+XTzsuZOZf3YFCkD2q1qkk58QuBqT2CKa/uweN/7OPuH3bx2XV9m1yru1Bo06bwluO9gK+Abpbjb5EkabMQYjZwO1BbnvuUJEmL6x9vy+mYAdjyxn9xfGKpzr17VDR3jIyi5wuyoNqvMwdw1RfbEAKSX5vKgt1pPPTLXsJ8nOke6sXV/doz+9+DjbYnXHD3EK77agvlNW33xUyZM5X3VyTw7oojduqMIGea7EkrsoRz5IXe2pCCs1ZNj1BPeoV50bu9HEMN9NBTVm0k3tKQ+0h2KbuOFXAgvcRh3cGpJNrflQ5+Liw9bF/J7aHX8OzUTjz2h70O0PrHRtHe15WSKgPTPtpIaZWRb2/ux8U2DXYAwn1d6B7iyZIDWYR4ORPi5Szr3QPXDgjj6v7t6fLcf9Yiqx6hngyK8mXuphRcdWpeurQbhRUGnv1Lvn7Xdh78cedgrvpiC+5OGsZ2DmT5oWy2JOdbnYSPqxYQLRKhs+X5i7uw93hRQynrFybgrNNQUmnE00XLgz/vZvGBLFY8NLLZ9pwXIt9vSeWZvw4wsWsgH13b57xt9FKfEw4BWZq1BNs2hQcuBUKBVTZN4ZEkqUFTdyHEPGC9JElfWTqDuUiSVGRxAGWSJL3V0hdxuh0A2Mffv7mxL7dYxMM6+LuQmCvLM2ybNYY1R/J4/I99+LnpGB7jz7tX96LGaOa7zXIootpoapGgmyM0lo5F3UI82XK0gK7t3Okc7MHvlnhx/YyciZ39+fzGAQC8s/wIH6xM4N97h7Inrdia1VPrmISQ+8H2au8lZ22sSODq/u25cUgE8VmlxGWVcsTyO72oTndGp5Zz0J00Kq7u1560ggpWxjuW2jgTvHNlDy7r256E7FKmfbwRd73Grn3i8xd34YbBEVz1+WYOZ5YQ7e/G/nqL6IOivNlytE56uW+4NztTCxnfJZBXpncjwF3PZ2uTmLNEnuGtf3wkw99Y22AsV/YNYcXhHKuDVQs5DFXpIEOrsewqVwfFc/ufG4u7S51kSG2Y697RHXh0YpPttS9ovt2YzAv/HmJ8l0Dev6ZXm2ZHnS2csjWA1jSFF0J4AnuQewFI9Z6bzTngAKBhn4BadBpBjVEixEuPq07DkZwyXHVqpvYI5o0relr3yymt4o3/4vl9Z1qj13B3UlNpMFtj6GE+LlzRN5TRHQN4a1kchRUG/rl3GKvjcrjz+52E+bjg765zuDD6y+0DySs3sOd4IQv3ZdpVAPu56SxFXt70CPXE11VHelEV8VklxGWVsj4hzxrWAtn5RPm70jFIzkqK9HPlvwNZ/LM3g4GRPnx4bW9UQvDor3tZc+TMOYCElybyyuJ45m5OsW774vq+bErK58etxxqk3G5/ehx+bjp6v7Scyd2CmTWlE9d/vY1r+rVn1oL9Dq/hodfwwrSuXNorxBrTL6400PMFx70hbAnz0dM33Jd1R3LspKHrzq1m5cMjGfPOOmv9RVMsfWAoHYO9rI9NZolpH28gr7SGVY+OtBq1xJxSDmaUMK1XSLPnvJCorVvoEuzB3JsH4O/u1PxB5zBnqil8JHKI51shRE/k2cMDkiTVxkXuFULcAOwAHpEkqdDBOc44w6K92ZDUcGg1lrzG9KIqa8s4o1lqEFsMcNfzwNiYJh1AtVFurRfl58r71/Sie6iX9TmtWo3BJIcMRncKYO7NA7ht3naqDCa7Jtu1XP2l/PboNCq8XbSoBLx0aTdcdGoKy2uIzypj2aFsPl6daLe4HOrtTPcQT7YczadbiAdzLu9BlJ+b9fUcL6iw5KiXcOfIaB4aF8MvO47z2uI4Kg0mPJ21ds7jdBLzbN0Ce+1d9Mz5O9GoBBf3DAYEC3bXZdi46zXkllZTVGGgY6AbHnotv84cxNxNKQ4b07fz1PLn3SMI8tTbbfd01uLZgvWJiV2CWLAnw6Hxn39zPz5Ze5T+r65q8etdFZ/H/owytGpZk3/L0XwOpJdwz+ho9qcVo9Wo0KpUXP/NVooqDPQI9SKyERXQC5GbhkYS5uvCPT/s5n9fbuGn2wed907AEW3dFF4D9AHukyRpqxDifeBJ4FngU+Al5O/qS8DbyI6k/nVPuin8yfLGlb0YMmd1k/vUpqpXG81sOZrPgt1pDI32s6p6NtacPcLXhYLyGiprTDw5uRO3D49qoJyo0wiMJjMms0RiThnHCsrpE+7N+mYkIyJ8XSirNmKWsOuB6uOqo2OgO1f1a0/HIHc6BrkTE+BmLdN/b8UR3luRQEWNyWr8Vx7O5qFf9iAhN9zwddNx2aebrDUN7Tz1xAa5s+VovnVRu52nnrJqAyVVbav7Ux9b0730oeGMfXsdUJelJAuoqdlh6awVG+TOkexSHv99H3uOFzGmoz/9In1447+6PP/MYkMD419lMLE6LofBUb78d7CujaVAbiVp+7K/rKfrZMv1LehlXJ/X/3Pcy+Hj1UlWkT1bzpRjPpsZ0ymQb2/uz83fbuf+n3bz08xBZ3pIp50WhYAsTeEXAkvr9QW+CbgDuSl8A71iIUQQcqvICMvj4cCTkiRNrbdfBLBQkqRuTY3jTIWAALo+/5+1Z3Bz2PZ9jQlwI8zXxS6FtJbYADeO5JShEnDnyGgeHh9rLcQCWZ10z/Ei3vgvjuMFFWjUKqvEsLuTmrIaE6FeztYiJ0fU1g3MmtyJTkEedAxyx89N12SBTnm1kZFvriHSz4UfbxvIuysS+GRNEl2CPXjtsm7M3ZjKgj3pqFXCWhkM8gxiRKw/P2491qL/0+nAVmk0wE1LTpkBAWx7ehz/7M3gpYWHuGNEFN9sTMZdr+X+MR1YcTiHDYl5hHo5UVxpoLRafi8HhHsy//bBrD+Sx8J9GSw/lE15jQk/Nx2hXnr2pDl28m3F8Bg/Zl/SlQ9XJvL3nnTevLIHYT6uGCyqtAaThFYtGBjpe0HmvreUlxYe4oetqRx6YZLDBlDnAyccAjqZpvCSJGUJIY4LITpKkhQPjAUOWY4PliSpVnNhOnDA0TnOFlY/PJIBr7Vsin7bsAgmd2/HxsQ8/t6T4dD4AyTklPG/Ae1JyavgkzVJLNyXyYhYP4oqDOw+VmS36KpWQadgDwRQVGkgrbACScJq/AVybn79PPzagqAFu9OJCSgmJlC+248JdCfMx6XBbAPA1UnDg+NieOavA1z00Ubis0oZ08kfk1nisk83W42+ySwR6efKTUMiGBnrT7ivC0IIdqfmcTir7iPhSO75dGF73dpFVyHgnh924eakRq0SfL7uKBf3CKZ3mBcvLTxkPSatyD4Vd1tqMd2eX4rBJKFRCfzcnAjxdkYtBIVNhIDcnNRE+buyz+IgQjydSG8mzdcWRzpQIC/6ms0S/+7L4H8Dw7iib/sWn1Ohjgg/V6oMZnJKqxvM8s53WhICGgpcD+wXQuyxbLNtCr/ccjfpsCk8cB/wgyUD6Chws2X7G0KIXsgz9hTkmcRZS4CnM+E+zqQ66MBUnz93pfHoxE4k5ZY1GvoBWW5hTXwuZklCJeBYQQXfbzlm7Z8b4uUsh4cMJkxm2HO8iBAvZzoGuTOxaxBphRUs3JeJi07FC5d047HfG5dlLqwwsPVovl0aoU6jItrfjZgAN2ID3egQ4E5soBthlq5iQkB8Vik6tYpVcfICr4tOrjQtqTLy0rRuzBgU3uBa7k46oM4BuDppmuzteqoI8dKz5tFRCCEY8cZqSqsMlNrM2mr/dnNSsy1FXjwXwMvTuvHDlhT+3de8AGBtJpe/uxMB7k5o1Sris0rsrlOLAG4aGsGO5AKr8R/WwRd3vZb04uZlNObf0pfyGrj/p91E+rny3a0DuPTjjdZF/UqDmaf+3I+rTs2jE5SsnxMl0qJVlJJffsE5AKUSuBXU1BiJrVfN2xgxAa4k5NTVADiqGm2OUG9nRsX6cySnlMOZpWx8coyduNjOlAIu/2wzfcK8+OOuIdzwzTY2J+U3Wo3bMdCdVy/rhkoIEnLKSMgutfwus5ttOMLNScONQ8L5bcdxKmrMfDKjDyNiHatcJmSVMN4ibdHY3WtbsOqRkUT5uwHw+dokXlsSx8PjOvDOisYlK/xdNeSW2zsnJ7VArVY1KSoHzQvirXhoBNd9vZUsS/rptJ7B5JVWsPFocRNHgadejVGCqhozZkmiR3tP5t08AC8XHYv2pXNPPSXWsZ0C+OKGftbZ3KbEPEqrjUy0KJ0qNE16USVD56zikfGx3Dc25kwPp01oLAR0YVRBnCJ0Og2dg9xbtK+t8YfGjb9eq6JzsDsDInzoGeqJj412TFphJQt2p1NWZcRkNjdQlqyt7tVpVAgheO2y7nYN6V20dW9voLsTuWXV/O/Lrew5XsT0Xu2Y1C2YXu29CPLUW41HbUSofiZTWbWRj1cnkVNaQ6CHE7uOFbJ4fyYJ2aXU1BMf8rTpw3o6609ri6vSCsrZliyLxH2xPhnvJvR4bI1/7X9OEoLhMX68cXkPurXzkBuYODi2OX9+yccbrcYfZJXZ5ow/QHGViVuHRWKSJCTL69qXJh83tUcI0fWyeVbG5XDjN9vILa3m523HuParrfy2o/GMMwV7QrycGdMpgC/WH6WwlQV65zrKDOAEaKwuoDW8cmk3hnTwaxCHlySJlPwKNiTm8c+edHamFlqdR4SvC6M7BTCsgx8DIn34ZkMK7644gkYlWPbQCKL83axFLiDr0lcbzFYj7O2ixcNZQ2p+pXUBVwjoEepFl2B3VsflkF1STbCnnoziKgZE+nBZ73Y8+Wfd8ky3EA9KKo0ct6xBgJxdE+Hrgp+7EwXlNSTmlLV5dbAjBHIYKK2o8c5nzaFTC/pFePHM1G48/vteDmWW8L8BYbTz1PPmsiOnbrAO+PWOwVxlIzo4tUcwV/UNZfa/h0jOK+eiHsE8d1EXAjz0fLgygbeXy+Nxc1JbO4Y5aVT0j5B7ECsLvy3nUEYJUz5Yz+yLu5yXstGKGNwpoKzayKbEPF789xBpzYRMmuOfe4fSwybXvzGqDCau/nwze9OKZVVNy4KqWiVw0qjk9orVJvpGeDP/lgGYJYi2EbLzdtE2UI100ampMphwddLw6vTuVBvNPL1gHyohqDKY8XVz4umpnbikRzveWn6ET9ckoRaCVY+OtGq7V9aYSMot42BGMUsOZLEztbBFBUznErVhuxh/FxJyHeY5WPHQt26dQy3AWafhtcu6c99PuwFZsG/Wn/tZsDsdfzcdW54ah1olqDKY+HztUT5ek4iTWsXtI6L4dE0SRrO5QXW5l7OWxQ8MbyAoqNA8k95bh16r5q97Gir5nusoYnCtpP5dvqPioBPFRatucXtAvVbNyI4B7E0r5sp+ofy2Mw1PZy09Qj1Zn5BHZY0JCdiQkMf4d9YytIOf3fH1jX+Erwsp+RVcPyicLUfzrMZHoxIYJDM3DY3gofGx6NQqHvx1L//uzWBq92D+O5jFNxuSefaiLqiEIK+smn/3ZvDLjuOWYip3rhwbysuLDp+S/5Gz1rFUwumkdhbTnPEHWr3I3TXEk4/+14cwXxfre9DJ0pDontHRPDqhozVVV69V88C4GKb1asezfx/gneWy6uxD42N4Z3mC9ZyvTu/GNf3bo1Ipkd0TYVqvEF63pFy397kwdJSUGYADTkWIpzkEcHnfUB4YG9Psh61Wajrhlckcyijh+X8OWvvSPjohloyiKhbsTmvUYKqFbOCrTRI3DgmjrMrEH7vScdGprQudeq2Kd67qyZTu7Sgsr2Hm/B1sTynkycmduGNEFI/9tpffd8mVtF4ucsWvSggmdg3khsERDIz0QZLg1x3H0WvV6LUqvtmQQmJOKQUVjouQ3DRQdgomDU5qaGGJBgA9Q9zpGerNdw7qFaL9XEnKcyzgd6qYOSKKxyZ2tAqRrYnP4aZvtwNyO8X/HhzR6LFbj+Zz9RdbcNGprdXXRZb/74Wq93+qSCusYNjrcsHnusdGn1diesoM4CxDAn7fmcbvO9MY0ymAq/uFEuLtgl6rxlmnxtliRPUatbU4zGAyE+Xvyl2jonnqz/3kl9fwliUu7e/uhJPGTGmV0dpwvTaEYZLq3uh5m44xY2AoKgEVNSZUAq7oE8rKuBwe/GUvhzNL+XdvBhnFVXz4v95c3LMd+9KKrMYf5M5m94zqwIxBYVZ5Y5Dz668ZUFetnZRbbk23dMSpMP7g2PhrVNg1xhGWlB0J2JteytH8SiZ3C2ogp92Wxl+nFnx5Qz9GdgywbiuqqOH9lQmoBLx2Wfcmc/lNZonZ/x6inaeeBfcM5dM1SdZOaADFFTV2C/AKrSPUu87gT/9kIzufHX8GR3N6UBzAWcCquBxWxTkuFgOL8QK6P7/UrrBJoxK46NSUVhkpLK+hSzsPCsqrSSuUF0Gn9QxmwR45t73a5sAftsoZIgHuOkqrTCw5mMXLl3Zj3qYUPlyViEYl+PS6PkT6ufLsXwf4Zbt8p1zbnvGbm/ozINK32dfVpZ0HYJ8C29JewieLrfGvvX6krwvJ+XI4Z1LXIP7d17q+BW46NS46FTllrZdV8HfTsfC+4QTa5Jlnl1Rxw9fbSM4r55MZfZnUrem0zZ+2HeNwZgkfXdubQA89sy/pykU9gq2Nbu78fievXtZD0fw5CR4cF8N7KxLIv0CygZQQUCOcjjBQY1jTEc/YCBwzuqM/m5Ly8dBrmdw9yGamYjNj0dZtqzSYuGP+ztNm9B2hBubdOoDrv9lmnQEALHtwBBPfW9eqcQ0Id2dbauN9gxujS7A7/9wzDI1Nam1KXjnXfb2VwvIavryhH0Pqrd3Up6iihtFvrSE20J2fZw6yrg+UVBnoMXsZod7OFFcYqLbMzu4cFeWw/adC4yTmlHHn9ztJzJG7wH19Yz/Gdg48w6M6NShZQK3k+T+3MW/b2aNvr3DiOGlUBLg72WkmaQQn1KT+RPn33qFWhddDGSXc8M02TGYzc28eQM/2Xs0e//zfB5i/JZVF9w+nc7CHdbvZLBH11GJ6t/fi8+v78tKiw/y7N4NIP1demtaNYTFNO5ZzCZNZ4o9daRSU16AWApVKoBZyRpwQArVKoBaC+kUbJrNEUYWBgvJqVEIQ6edKpJ8rUf5u+LnpKK40sD4hj2f+OoBWLbh+UATvrpBDq9/c1I8xnc59J6CsAbSSFy4bwLxtZ24WoFWLE24g0xwxAW74uunQqQVxWaXklNpPd2u/VLZZTwLwcNagEoJiS89ZvUaFySxhksAsSZyt9xLVRnMDwbzTafxBVoPtHurFjpQCbp67HTcnDT/PHEyHgOYLC+OySvh+6zFmDAy3M/4ABzPlAjEvF61cH/C/3lzZN5Rn/z7AdV9vZVqvdjw9tTMB7ueuxMGv24+zL72I9Ql5pOY3n5HVGHqtCrMZu94Qto12ov1dmXvzANr7uJBWWMFvO9O4Ze4OuQfGg8PPyxmVMgNogpz8Qga8uanJfbqHeJCQXUaV8dSnLL40rSur43Ot6wPXDwpnZKwft323k//1b8/wGD/yymvILakir7yGgvIajudXcCir9WEKR9RX+6ylVu20U5A7ozr64++ux2Ays/VoPhsT86gxSXQL8eSi7kHsPlbI0kN16xunUxjuTIae6vPCxR0J8/Xgrh920s7Tmfm3DSSkBbn6kiRx7ZdbOZxVwupHRtn1LAaY8O5ajmSX8el1fZjcLdi6vcpg4tM1SXy6JgknrYrHJ3bk2oHhDsX/zlZMZol3lx/ho9WOpTzeuaonozoGYJYkzGYJkyQ5/LyqhMDbRYezTo3JLJFRVMnRvHKO5paRkleOv7sTfcN96BPuZWfktxzN55ovtlgfr3h4JB0C3E79Cz0NKCGgE6St1wKWPDAMswS/7Ujjp20pVNfLjIkJcEOvVbE/XRYTc9drKK0ysuSB4Q3uBkurDFz52SbisuQYphAQ4Kojt7zGughb3wBH+LrQOdiDkkoDhRUGiivln7L6AzmHiA3QE+jpxoaEPIcKqWcDl/Vux9tX9WpSlhtg8f5M7v5hFy9N68r1gyMaPN/zhWV0Dnbn55mDHR5/NLeMZ/8+wMbEfHqGevLK9O50C/E8FS/hhEjKLSO7uIqSKiMbEvO4ZWiEVb/Jlvyyau75cRdbjtpnkdlmbl3WJ4R3rurVpuOtMZoZ/sYqazvRFy7pyg2Dw5t93842TqYncFs1hfdB7iIWgawGelVzHcHOVCXwAz9s4e/9+cT6O7HskXHkl1bR95WVp+z8ya9NsX6gpn2wjr0ZdXfwwR5OFFcZrfn6tXe1HnoN1w4M455RHXDTa/hnbwavLDpMTmmd9sxvdw7mnWVHSMguJc9BVsOD4zrw4DjHKpKF5dX0fmkFACHeemZN7szSg1ks3p+FVi3wd3Nqsg9BLScignchse3psY2GZyprTIx7Zy3ueg0L7xtm1ysC6uL/YT4urHt8dKPXkCTJ0vvgMAXl1dwwOIJHJsRaGwCdCgpKqxj8+ioMJgmzBFF+rjw4LoapPdpRZTDx+840Zv9z0OGM7OVp3bhusKwqW15t4N0VCXy/JdXaWCjMx8WaYPDPvcOotVmnywhLksS9P+5m0f46tdi9z03AswmNqbONs7Ep/BtAgSRJc4QQTwLejo635UxLQdhSOzM4FWGG96/pZe3Z+u2GJF5YGGf3/MhYX9YeyefOkVF8sfYoepsCLgAnjaDaKNkVdqmAl6d354V/D1qb09THy1nL2sdGOcwdlySJyFl1khKDonz44Jre/LUnnXeWHaHKaEYlQC1kHSJfNyfWHslh7ZE8dqYWkJwnx2pP92Lr6aT+e+/jqqVbsAfrEvNbdZ5/7x1G99CGd+W1ndl+njmIQVEN024ziioZMkfuUXFF31AemRBrV5dRn+JKA28tjef7ran4uznx/MVdmdI96KQMaW5pNZd8uI7MkpNLm/R30+HurCUlrxyzJN84TOgaxNBoXzKKKpm/5RijOwXw4f96n9R1ToZNSXlc+2VdN9xnpnbmtuFRDfbLKJK1tgI9zp51l7OxKXw8MEqSpEyLk1kjSVKTouZnkwN4Y8lhPll79JSdL+6lSfR9abl1QcoRQ6J92ZSUz9yb+xPt58r9P+9m93HH6pK1MswqIRspT72GIpumJbXOwsdVx9c39qN3mLfd8aPeXENKvlwU9cql3XjecvdmMktE+LoQ4u3MRouhm9azHe/X+2IWVdTw9+50nrcI09kigEcmdOCtZY3LNJ8L1C82++amfvyzK52/LH0F3LQqyupVZzfmEO8d3YFHJ9Z9/NMKKxj79lrGdQnk42v7NDqGA+nFLNidzvzNqQgBtw6L5M5R0Q2UY23Zc7yIpxfs52BGCSNj/XlxWlerxlNLOZxZwuT317d4fwHEBroRny2HJ1c9MpKC8hreWhrPluS6MI8QEOHrSrS/K9tTCimuNKBWCfqFe/PoxI70j/Bp1ThPNWazxLN/H+AHmyrylY+MJNrfjaKKGia/v97ar6GW6b1DiPJzpb2PC+19nGnv7YK/u9NpDSOdEgdgad24DuhWry/wv8AvkiR9X2//XsAXyF3A7JrCCyGKJEnysuwngMLax41xNjmAaqOJjs/81+x+TmoY0zkIV52a33eln7Q+vlrAm1f25PX/4sguqWZotA87UgupMUp2d6O1s4Km6BTkTpxlwfiKvqE8MakT/u5OjH5zFcn5deEdL2fZeWjVAoHg7at6cnHPdqyJz+HmuduRJLhjRBRPTu4EwJr4bG6eu/MkXuW5yb7ZE+gxe1mjzye/NkWW4v6kLrFgxsAwO2MS//IknDRq7vlhFyvjsln5yKgWLRYfL6jgrWXx/L0nAx9XHfeP6cC1A8MbyHqbzRKpBRWUVxvYnlLI28uOYDCZuXd0B2aObL52YMWhbG77rnXfwfrJBEM7+PLDbXX9d5Pzynnqz31ston3R/i60C/ChzGdAhgW49ekQzsTZJdUMfDVxsPAOrXKLtvIEZ2DPfB20eLprGVc50CLplcuSbnlqFSCru08eHh8LH5uJ9+s/qQdgKUp/FrgFUmS/rTZ/jTQD7jMwV1+P2ALMNSmKXyJJEnP2joAy76FkiTZ34bSoCl839TU1BaN93RQGwbSawRVjRjbYR382JSUx6pHRvH3ngxrfnFTuOjUzJrciX4RPjz0807ishumvnUJdifCz5XF+7McCtX1DvNixoAwHrV0CXOkCgrg66qlvMaE0SThrFXTPdSdTUn2SzHjOgdwx8hown1cuHnudg5mlHDv6A48PD6WHi/8R5mlZ64acDR/acuU1tONo5CfSoC3i44hUd78uz/b0WFWnZ7auD3UKcLmlFYxwGZN6fGJHXljaTwPjYvlgXGta1CyP62YVxcfZvPRfCL9XHlxWleGx/hjNkt8teEoby87gtksYTBLjO0UwA2DI/h1x3EW7c8kyt+Vly/txpDohrUDtQ12GiPKz4Wjefaf0/m39GNAlB8aIbji883sPlYEwDtX9+Sy3qF2+9YYzSzen4mPq44eoZ54nQOSFpIk8eeudB75ba9129Qewbx7VS90GhWSJLH2SC4fr05ke0rD5c0Adye7NbvG8HbRsuyhkfi7n7gjOCkH0BZN4c/1EBDAyDdXk5pfQai3Ho1KRUoTOcozBobxyvTu/L4zjcd+23vS6wa22Ty9w7wwm0zsTZfv5l+d3p33Vx6xZi6oBSS8MpmvNiTz6uI4At11ZNfL/deowGS2N25alWDxA8OICazLNvp52zFm/3vQukB3NnG6F5zd9WpCvJyJyyqja7AHBxtp/5n0yiTU6qbvrCVJ4tJPNrLXEtJr56ln1aOj0Gtbn3suSRJr4nN5caHcR+CyPiFo1SrWxOdYPxNQp3AbE+BGdIAbO1MKyS2rZnrvEJ6a0hlvFy0z5+9sUqYE5DWsi7oHE/30Euu2xyfFcvcoe+clSdI5lz3TUtKLKvF01jpU+ZUkiU1J+aw8nMP9YzvwwcpEvtmYTKi3MzVGM/eNjWFzUh5CCIZG+9HOS095tYkNibn8tO249Twbnhhtp1fUGk5mEVgA85AXbB+02T4JeAe5KXyjJbNCiPXAbZIkxQshZgOukiQ9ZskiyrdZBPaRJOnxpsZytjmAeZuSef4fOcb98bW9efbvgxSU13DjoHDmbbGfqagFfHhtb8qrTQiw3pmfLM9O7YybXsMTf+y3blv/+Ghu/HabdUENYGSsPzcPjeDmudt5YGwMOpXgjWYanLg5qZnYNYiRHQPoG+5NO089i/dncc+Pu07J2E83Z2ImMjDSBxedLPCn16jR2wj9WWU0LM8569Q8/vteyqpNXNYnhJkjoqz71EpsaNWixUa0ymDiw1UJfLw6iaHRvkzuHkS/CB+mvL/+lDnKz6/vw8Sucv1B7Yz4ij4hvNXG6ZnnMs/9fYDvNqeiUQl+u3Nwg/U3W8xmifdXJnC8sIIXp3VrsYx8fU7GAQwD1gP7qQtf2zaFr015cNgU3rIO8BVgbQovSVKhEMIX+BUIA1KR00Abl47k7HMAO1MLufzTunhubZglzMeFRfcPo3sj8eA/7hrC1xuOsnh/843BT4baTlHtPPVUGkwUVhjwctHiodew5IER3PvjLlbH2/turQoau7k/n1I6WyshXZ/nL+rMiwsPE+qt53ih4w5kQ6J9MZokKg0mqgymut818t8n8r9UCXCudRo2jsFZKzsXvUZlp9Gk16r5cn0SJrMccnh0YkectSo+W5PEwcyTKxj89ub+jLZRNp3+yUYE8Ofd519DlVNJQnYpX61PZkgHX2v2X1ujFIK1AQfSi7noww146jUU2zQEEcCYTgHcPjySa2zSxmy5Y0QkX69PbvMUSbWAid2CeP3yHny7MYWPVyc2mhZ6uvF01lJWZThtlcG2tHWVsEYFia82rs8vSRIGi3OotjiHN5bGsWR/FnMu64G/uxOVFmdRZbT8NpioMpjl7QYTVTbPVVqeq3U0tftX1pgwtIHX7trOg0g/1zoHpFPzxTo5K27f7Aln3aLthY6iBdQG1Db0KK4y8vl1fXj4172UWzp0rYzLITrArdG0v8/XJZ+WMZok+O9AFhuO5FJlNNFElukpR0Cjlbg6lVyHUFIpL0wHeTjZNVBva0XUtjT+7Tw0bHpqYpP7CCHQaYScpeOs5VBGCUv2Z3HD4Aiu6t94T4ATYdaf++xiyYOjfLhmgNzLoXZWcjijmPdW2qflRvm50CvMG4PJjCRh74BqTBzKLKHK4nwqDXUfrOTc8hYJ3CmceRQHcBLYzp4mdA3i4IvB3PvDLhZaKga/WHcUzVmw5mWWoORk4h0OcFILux4DIPcnsDX2EmA0S3i51HWtqsUoQWpBhdXQ55fXEOKlJ72oCjedCmedlvzy6rNWYK4x3LU0a/zrI0kSs/89iKezlofGxZ7yMd0zugN9wrxp56Xnmb8OsCO1kC3JBcy/ZSARvi68+M8+VsbXRV9VwI+NFJ81hSRJGM2S9cZI4exHCQGdBLYpfZ2C3FnywHCEELy7/Ajvr0xo5miZIZFezLt1MDHPLGl+59OMk1rO325JmKprsDsHM0vtevl2DXYnyMOZ/elF5JQ5rhQN83ZmeKwfAR56/tyVRqpN/YEQnHMO4ETaMv67N4P7ftrNK9O7MWNgeBuMyp6c0iqmfrABnVqQXmS/fuHvpmXTrHGKET/PUNYA2ogdKflc8ZmsGOjqpGbfcxOYvyWV2Q4qYJtCr1WdlamVtmhVApMknRMLwWdCCfREjH9FjZFxb6/Fy0XHv/cNa3O1ziqDiS/XH+XdZUcaFCQ+NSmGmaNO/QxE4czTmANQ3PxJ0i/Cl62zxgBQXm0i+uklBNgUbEzsEtDYoXac7cZfJbAa//Y+zkzuFoS+XnzL01lDv3BvugTLGvdnMvrVnPF31Z3aj/6Jluh8tiaJjOIqZl/StU2Nv8ks8f3mFDo9+59cDFbv+YOzJyjG/wJEmQGcImqMJmJtpCFqNfNbIslwoVL7P5LVRXVkFDdeFXk2afs7Ymr3YD6e0bhmD8jqnh+sjEetUvHoxE4cL6hg7DtrmdQ1iA/aSORMkiReXniIrzemNLpPwsuT0WqUe8HzGSULqI3RadQceXmS1QnEBrpxy7BIHvplbzNHnps0Z5Bd6imW2uLmpLLKRzipVVSbzE0af5q51tmAo0YkAGkFFVz71RaOFdhLZx9IK6aoyoBaCGZN6XTKxmE2SyTmlrHtaD6vLD5EpaHp/1zSK5NRK/H+CxbFAZxCdBo16x8fzfA3VrM/vYTIViosnivUZvvUV8MM8nAit7Qak4Sd8XfVqZjaPZhfd6YDWI3/2VKPcCrYdayQ7zanMCTaj2h/V4QQVBlMDHtjtcP91yTkAeDjom1SwrmlHMku4Y7vdpLchBzJ5b2D+GN3XfGhYvwVlBBQG/Dm0jg+Xp10podxRmisjeT5jm2oL8hDz5AOvhxIK+RITtM9bLu1c2N8l3bcNSq6gXJnYxzOLObGb7Y16OXsiAB3J/qHe7H8UDY1Nv52zzNj8HI7ecejcG6gZAGdZnq8sJQSi/6+bWpkLfVz5k+WCB89KQV1KX1DonzYdLRJZY1Tip+LlkqjmWqjCY1KRZXR3KgC6fnKW1f0ICW/ggMZxWxKzG1V0Z0QkPzaVEqrDJjN2HWbkiSJZQezuPP7XS0KhfUN82KnRXnTEQefHYur69nTrESh7VEcwGnGZJZYeTibMZ0COJJdxnVfb0WtErx1ZQ/CfVyZ+uF6yk9xcZYtejUYJPu78c5Bbhy29AtuC1RCdmy20tRqi8qoQutw16korWn+HzetZzCX9Q1lZGxdtlmNwUTss457VRx4bjxu54DUssKpRXEAZ5jEnFKu/XIrBpOZebcM4HhBBff+tPucK3RSODcJ9daz4YmxZ3oYCmeIE64DEEK0F0KsFkIcEkIcFEI8YNn+phAiTgixTwixwNL83dHxKUKI/UKIPUKIHTbbZwsh0i3b9wghppzE6zvr6RDgzm93DsZNr+HaL7ey53gR4T6ytvfJSqR76JW1/LOdM60I8vn1Db77CgotKgQzAo9IktQFGATcI4ToAixHbg3ZAzgCzGriHKMlSerlwAO9a9neS5KkxQ6PPI8I93XltzuGEOyp57vNqfxvQBjR/q7WWYBOI1CfgKUosVEiVTg7OVMTvcndglh0/zBCvU6skYjC+U2zt46SJGUCmZa/S4UQh4EQSZJsxe63AFe0zRDPL4I89fw8cxAzvtrK28uPcMOgMNIKKzGazIzrFMjiA23bI0DhzBLo4cSASB8ifF1p7+1ibRQe5KFHc4IpmWazxI1fb2F9kv2ivwAmdQuiazvPUzByhfORNm0Kb3kuGShEvgn6XJKkLyzbZwM3ASXADuRZRoPGmWdzT+CTobC8huu/2cqR7DI++l9v3lgaT25pNcWVF07WzIWARiWYc1kPLuoZfELtHVvDS//s5etNadbHtW1IFRTOSFN4y/MhkiSlCyECkMNG90mStE4IEQjkITuGl4BgSZJuaWoM5/IisCMKy2u45ostHCuo4M0revDs3weoqDE5LJBKmTOV5NwyRr+99gyMVKG1fHBNLy45Td2ebHnw5138tUeWI098ZfIJzyoUzi9OSgzO0hT+D+CHesb/JuAiYIYj4w8gSVK65XcOsAAYYHmcLUmSSZIkM/Bl7fYLCW9XHd/fNhB/dyfeXXGEj6/tg8ksMSLWn8RXJlv3q1WZjPR3Y9ez48/UcBVaQY9QrzNy3feu6UPKnKmkzJmqGH+FZmlJFpAAvgYOS5L0js32ScDjwCWSJDksdxRCuAoh3Gv/BiYAByyPg212nV67/ULD392JxyZ2JCm3nIKKGl6Z3o11R3J5edFh6xfZFh9XHYdfbF3DEYXTy0vTuhLhd37KgCicX7Qkf3AocD2wXwixx7LNtin8ctlHOGwKHwgssDyvAX6UJKm2QuUNS8N4CUgB7jgVL+hcZEr3YN5dcYSPViWy+P7hJGSX8dWGZGIC3Rw2CHHWaRjT0Z9V9Rq6K5wedj0zDh+3OgHo2smvONl8XgWF00xLsoA24DiN2WHapiRJGcAUy99HgZ6N7Hd9y4d5fqNWCe4d3YGHf93L8sPZzJrSmaTcMp7/+yCRvq4M6eDX4JiyNqwiVnDMB1d145I+DR2yYvgVzlWUIOFZwiU92xHu68KHqxJQCfjgf72J9HPlrh92kZxX3mB/6TRnlmvbuFPV2U7cS5McGn8FhXMZxQGcJWjUKu4aGc2B9BI2Jubjrtfy9Y39UasEt87dTnE9UbU9x4tO6/gMFk2hlipWngsEuDvxv/7tuW9MBwZH+RDl17BYKtBVRcqcqW2ewqmgcCZQNATOIi7tHcLby4/w6dpEhsX4EebrwmfX9WXGV1u458ddzL25vzWzw2A6M7WlNeeBhv9vdw6mf4SPw+c6PbWIKpuXuPXZyQ73U1A4Hzh/bufOA/RaNTOHR7ExMZ+/98jNUwZE+vDK9O5sSMzjpYV1jeZ7hnqctnGN6uDYWJ5LXDsgjCMvTyZlztRGjT9A3KtTuah7EH/dNZikV89reSoFBWUGcLZxw5Bwlh/O5tHf9uLv5sSQDn5c1a89iTllfLHuKB0C3Lh+cATdQ7zYm1bS/AlPAWsST66vgLeLhiv6tmd8lyAqa4zc+O32UzSypnHSqPj33qHEBrXOWX40o28bjUhB4exCkYM+CymuMHDl55vILKrilzsG06WdByazxC1zt7HuSB63DIvk523HKG9Nx5HTTEyAGxO7BhHi7czKwzmsOJx92q7t56bj9zsHE+HndtquqaBwNqP0AzgH2H2skFvn7WD2JV3pF+7NZZ9sQkLiz7uHEuLlTG5pNQNfXcHZ2nGxW4gHsQHuHM0rb3aROjbQjRkDw3j+n0NN7nciHH11CqoLPGtJQcGWxhyAEgI6S7hl7jZWxcmFXWazRDsvZ+be0p8rP93Mjd9s4/c7B+Pv7oSnXkNh5cnLP3cP8WB/un0I6cVpXblhcIT1cVZxFU8t2M+quJxGzxPq7UxaYSUAB9JLOJDuOCzl76bjop7tuHtkNP4ede0IbxwSSXphBUNfd9w8vbXUr5xWUFBoHMUBnAVU1pisxh/gWEEFkiTRKciDz2/oy03fbOf273agglNi/KP9Xfn+1kFM/2QDR/NkFQ+tCqvxL6ms4dm/D/Lv3oxmZxu1xr8+eq2KvmHe3DumA4OifJsslgrxdiFlzlTmbUzm+X9PfEZw6IUJJ3ysgsKFiOIAzgKcdWpGxvqz9kgurjo17yw/gsFo5pGJHRkS7cfbV/Xkvp92n5JrPXdxZ24eEklqfoXV+APMmhzL+oRcPlt7lI2JeSd07vbezlzWN4QZA8IJ8Gh90/Ebh0bSP9KXKR+sb/ExvULd+eveEa2+loKCgrIGcNZQZTAx7p216NQqqgxGMoqriQ10Y9lDI3l9yWE+XXvUbv++Ie6YhJo9aUVc0bsdv+/OaPG1At11lFYZqDCc3HuvUwsGRvpwzYAwRncKwEV3au4nIp5c1KL9Vj0ykih/ZaFXQaE5lDWAsxy9Vs1Ll3bj5m+3c9OQCOZuSuFIdhnRsxZRv+bryYkduXN0B8xmiZnzd7JgbyYjYnxZl5Dfomtll9ac8Dj93HRM7BrEZX1C6dXeC3UbLrZO7R7Iov2Os4f+uGuwYvwVFE6SZmcAQoj2wHfIyp4S8IUkSe8LId4ELgZqgCTgZkmSihwcnwKUAibAWOuFhBA+wC9ABLIa6FWOOoLZcj7PAEBWlRzz1lqOFVTw9Y19uWluw9e68qERRAe6Wx+XVRsZ8cZqCspP3Kg3R6cgd6b3DmFi16DTInM86899/LTtOHueG4+LTsOO1AJMRonrv90GwKEXJ56y2YaCwoXACaeBWnT7gyVJ2mXR9t8JXAqEAqskSTIKIV4HkCTpCQfHpwD9JEnKq7f9DaBAkqQ5QognAW9Hx9tyPjoAo8nM91tSOV5Qwe+70ptsCfnmZd25ckBYg+0tDZm0FCeNiqEd/Li4ZzCjYgPwdtWd0vM3h8ksUVplwMul7rpT3l/PoUw5w+iXmYMYGOV7WsekoHAuc8IhoDZsCj8NGGX5ex6wBmjSAZxvLD+Uze3f2Tu0AZE+5BRXkVJg32PHzUnt0PiDnPrYffZSSqtOPEPIzUnDtF7tmNg1iIFRPjhpzpz4mVol7Iw/wOIHhnPVZ5v58faBSqcrBYVTRKvm0Zam8L2BrfWeugU5nOMICVgmhLBrCg8EWpwLQBZyiMnRNW2bwrdmuGc9zhaFyTAfF44VVKDXqkjILqWwouEs4KNr+zR6nk1JeSdl/AH2z55w1uva/3rn4DM9BAWF84oW30pZmsL/ATwoSVKJzfanASPwQyOHDpMkqQ8wGbhHCNEgZ8/ST7ixnsJfSJLUT5Kkfv7+/i0d7jnBoCgfxncO5Jjlbr/KYKas2kjXdh6083Sy27cxGeY9x4uY8WV9f9w8zloVL17Sxfr4bDf+CgoKp54WzQBa0BR+bEuawgshapvCrwOyhRDBkiRlWtYZGi83PU85kFHC2iPyyx7fJZDbh0UxIKpOqdI2tj8kumFXMIDvNqW0ujWMr6uO3+4czNcbjja/s4KCwnlLsw6gBU3hRzbVFB5QWdYOapvCv2h5+h/gRmCO5fffJ/NCzkV6hnry591D6RjkjrZeXHv+llTr3y5aFaVVBtz12gbn8NC3PFavFWCQwMdVy6T31lFzhnoKKCgonB20JARU2xR+jBBij+VnCvAR4I7cFH6PEOIzACFEOyFEbb/gQGCDEGIvsA1YZNMUfg4wXgiRAIyzPL6gEELQLcSzgfEH6GiT6llhMHPV55sdnmPu5mMtvl5t3VdCTrmd8fd3O71ZPgoKCmcHSiXwWUyNwcjA11ZZF4V7hHjyz33DrM+XVtTQ/cXlJ3RurUrw3MWdGRkbQJhv2+f2KygonDkaSwNV8unOQtIKK5i/OYUVcTlsf2oMQ6LldYF96cVMfb9OJ6d+CinAR9f2Jv7FCQyPcbxmAPD+NT1JeHUK1w+OVIy/gsIFjFJOeRbxz550ftp2jL1pxVQ00uzlYGYJMU8t4rFJndmSYl84HeShIzbQHSedlvm3DuTWudtZGZdDtL8rAkH3EA/euKIH2jOY46+goHD2oDiAs4T1R3K4/+c9LdrXYIZXFx+22/belT149b943l+ZwMeWmoFrBoQRG+jG3aM7OFxAVlBQuLBRHMBZwvP/HATg5iERTOwWxJL9mVzUs521gXlljYlNibk88NNuygxmu2OdVHBp3/ZM6tHObvv4LoGM7+Kwvk5BQUFBcQBnC8cKKtGqBM9f0hWAQfW0bpx1akZ2DKDGZs3e21nD7ucnWh/rtUpoR0FBoeUoi8BnCR0C3DCYJdYdcVwPl1FUydWfb6bGKN/9z79lgJ3xV1BQUGgtigM4S3j/ml6oBfy2I63BcztSCpjywXriskq5blAY254ey/DY80sWQ0FB4fSjhIDOEjoGeXDXqA4EejZspRjm60KPUC9mX9xFaYKioKBwylAKwRQUFBTOc5RCMAUFBQUFOxQHoKCgoHCBojgABQUFhQsUxQEoKCgoXKAoDkBBQUHhAkVxAAoKCgoXKOdUGqgQIhdIbXbHk8MPyGvja5ws58IYQRnnqeRcGCMo4zyVnMoxhkuS1KB69JxyAKcDIcQOR/myZxPnwhhBGeep5FwYIyjjPJWcjjEqISAFBQWFCxTFASgoKChcoCgOoCFfnOkBtIBzYYygjPNUci6MEZRxnkrafIzKGoCCgoLCBYoyA1BQUFC4QDmvHYAQ4hshRI4Q4oDNtiuFEAeFEGYhRD+b7QOEEHssP3uFENMbOedYIcQuy34bhBAdzsIxjrGM8YAQYp4Q4qRlv1szTpvnw4QQZUKIRxs5Z6QQYqsQIlEI8YsQQneWjvNeyxglIYTfWTrGH4QQ8Zb3/BshxEk3gW6jcX5t+ezuE0L8LoQ4aX3zthinzX4fCCHKzsYxCiHmCiGSbWxCr9aO67x2AMBcYFK9bQeAy4B1Drb3kySpl+WYzxsxnJ8CMyz7/Qg8czaNUQihAuYB10iS1A25buLGkxxja8dZyzvAkibO+TrwriRJHYBC4NaTHCO0zTg3AuM4dTUoczn1Y/wB6AR0B5yB205uiEDbjPMhSZJ6SpLUAzgG3Huyg6RtxonFKHuf7OAszKUNxgg8JklSL8vPntYO6rxuCCNJ0johRES9bYcBhBD1962weagHGlsckQAPy9+eQMZZNkZfoEaSpCOWx8uBWcDXp2uclm2XAslAuaPzCfmgMcC1lk3zgNnIDvasGafl+N2NHX8WjXGxzf7bgNCzdJwlln0FsqM66UXIthinEEINvIn8+XQ40z7TYzwVnO8zgFYhhBgohDgI7AfulCTJ6GC324DFQog04Hpgzlk2xjxAYzOlvAJof5rH6AY8AbzQxG6+QJHN+NOAkLYemy0tHOcZpbVjtIR+rgf+a8txObhui8cphPgWyEKesXzYxkOrf+2WjvNe4B9JkjLbflT2tPI9f8USTntXCOHU2mspDsAGSZK2SpLUFegPzBJCNOzPCA8BUyRJCgW+RZ6mnTVjlOS0rmuAdy13gqWA6XSO8f/t3UGIjGEcx/Hvr5SS2NSKTcnSnpQc5LQn4aZV5OQgyk0OIhfeiwsHFzk5Kqs9OVAuiCQOWkVLjVJoo+SyB5uxf4fnobdplhnad9/2/X1q6m3mmZlfz7wz//f9PzMN6Uj+ckT8d+90gRXUP2dBfxmvAg8j4tHCReqqoMecEXEEGAKmgEMLnKtTwV9yShoCDlJxcSop6G0uz5KK6A5gDalo9GVJt4D+VURM5YWfrcDv/6CUNAhsi4in+aqbVHyk9ct8GfNtT4BRAEl7gJGK4+0EDki6CAwAc5K+RcSV0pgvwICkZfksYAPwsYY5F1vPGSWdBwaB49VGBPqcy4j4IWkcOE06kKpKLzm3A1uAVm7PrJDUymtVdclI6exkNp9V/XFBuxsXgEzSJuB9RLQlbSRV1ncdw74CqyWN5B77btJRTJ0yImltRHzOp4RngAtVZQSIiNFSlgKY6bLzhqT7pBbVOGmh+lbdci62XjNKOgbsBXZFxFx1CZNecua+/+aIaOXtfcDruuWMiNvAutK4mQo//Pt5zddHxHSeyzHSonLfT7ZkL8ANYBr4TuoxHyUt6HwAZoFPwN089jDwCpgEngNjpce5Awzl7f2k/vsL4AEwXMOMl0iF6Q1wsuq57LhfAZyaJ+cw8AxoARPA8prmPJHv3yYt+l+rYcY28DbvG5PAubrNJanl/Di/f16Svrm0qm45u4ybqWNG4F5pLq8DK/vN5V8Cm5k1lBeBzcwaygXAzKyhXADMzBrKBcDMrKFcAMzMGsoFwMysoVwAzMwaygXAzKyhfgKIpU1nrTPgCgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "traj_idle = tbd.points_to_traj(data_idle[data_idle['OpenStatus'] == 0])\n",
    "traj_idle.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Trajectories visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Built-in visualization capabilities of `TransBigData` leverage the visualization package `keplergl` to interactively visualize data on Jupyter notebook with simple code.\n",
    "To use this method, please install the `keplergl` package for python. Detailed information please see [this link](https://transbigdata.readthedocs.io/en/latest/visualization.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualization of trajectory data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-12-05T13:03:39.198517Z",
     "start_time": "2021-12-05T13:03:26.824188Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "整理轨迹数据...\n",
      "生成可视化...\n",
      "User Guide: https://docs.kepler.gl/docs/keplergl-jupyter\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4a18b383e3004452a9d7a02de4fd15d6",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "KeplerGl(config={'version': 'v1', 'config': {'visState': {'filters': [], 'layers': [{'id': 'hizm36i', 'type': …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tbd.visualization_trip(data_deliver)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
